{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data_df = pd.read_csv(\"top3.csv\",index_col=0,parse_dates=True,low_memory=False)\n",
    "st_df = pd.read_csv(\"st.csv\",index_col=0,parse_dates=True)\n",
    "st_se = pd.Series()\n",
    "for index,row in data_df.iterrows():\n",
    "    stock = row[\"stock\"]\n",
    "    date = row[\"date\"]\n",
    "    st_se[index] = st_df[stock][date]\n",
    "data_df[\"st\"] = st_se\n",
    "data_df.to_csv(\"top3.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "circap_df = pd.read_csv(\"circap.csv\",index_col=0,parse_dates=True,low_memory=False)\n",
    "new_df = pd.read_csv(\"new_stocks.csv\",index_col=0,parse_dates=True,low_memory=False)\n",
    "data_df = pd.read_csv(\"top2.csv\",index_col=0,parse_dates=True,low_memory=False)\n",
    "circap_df = circap_df.rank(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "circap_df = pd.read_csv(\"circap1.csv\",index_col=0,parse_dates=True,low_memory=False)\n",
    "new_df = pd.read_csv(\"new_stocks60.csv\",index_col=0,parse_dates=True,low_memory=False)\n",
    "data_df = pd.read_csv(\"top3.csv\",index_col=0,parse_dates=True,low_memory=False)\n",
    "circap_df = circap_df.rank(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#把市值换为quantile分位数\n",
    "circap_q_df = pd.DataFrame(index=circap_df.index,columns=circap_df.columns)\n",
    "for index,row in circap_df.iterrows():\n",
    "    each_row = row.dropna()\n",
    "    each_row = row/float(len(row))\n",
    "    circap_q_df.ix[index] = each_row"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "circap_se = pd.Series()\n",
    "capq_se = pd.Series()\n",
    "new_se = pd.Series()\n",
    "for index,row in data_df.iterrows():\n",
    "    stock = row[\"stock\"]\n",
    "    date = row[\"date\"]\n",
    "    circap_se[index] = circap_df[stock][date]\n",
    "    new_se[index] = new_df[stock][date]\n",
    "    capq_se[index] = circap_q_df[stock][date]\n",
    "data_df[\"circap\"] = circap_se\n",
    "data_df[\"isnew\"] = new_se\n",
    "data_df[\"capq\"] = capq_se\n",
    "data_df.to_csv(\"top3.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>change</th>\n",
       "      <th>date</th>\n",
       "      <th>stock</th>\n",
       "      <th>close0</th>\n",
       "      <th>high0</th>\n",
       "      <th>high_limit0</th>\n",
       "      <th>low0</th>\n",
       "      <th>open0</th>\n",
       "      <th>volume0</th>\n",
       "      <th>day0</th>\n",
       "      <th>...</th>\n",
       "      <th>volume3</th>\n",
       "      <th>day3</th>\n",
       "      <th>minute_low</th>\n",
       "      <th>minute_volume</th>\n",
       "      <th>minute</th>\n",
       "      <th>recent</th>\n",
       "      <th>circap</th>\n",
       "      <th>isnew</th>\n",
       "      <th>capq</th>\n",
       "      <th>st</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>000001.XSHE_2007-01-12</th>\n",
       "      <td>0.998711</td>\n",
       "      <td>2007-01-12 00:00:00</td>\n",
       "      <td>000001.XSHE</td>\n",
       "      <td>14.08</td>\n",
       "      <td>14.23</td>\n",
       "      <td>14.49</td>\n",
       "      <td>13.60</td>\n",
       "      <td>13.79</td>\n",
       "      <td>44737422.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>55236455.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.56</td>\n",
       "      <td>71958459.0</td>\n",
       "      <td>09:56:00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1402.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.425106</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000001.XSHE_2007-01-15</th>\n",
       "      <td>1.012270</td>\n",
       "      <td>2007-01-15 00:00:00</td>\n",
       "      <td>000001.XSHE</td>\n",
       "      <td>14.78</td>\n",
       "      <td>14.78</td>\n",
       "      <td>14.78</td>\n",
       "      <td>14.09</td>\n",
       "      <td>14.18</td>\n",
       "      <td>40996055.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>52523640.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.60</td>\n",
       "      <td>183047284.0</td>\n",
       "      <td>14:17:00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1402.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.425106</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000001.XSHE_2007-01-16</th>\n",
       "      <td>0.992991</td>\n",
       "      <td>2007-01-16 00:00:00</td>\n",
       "      <td>000001.XSHE</td>\n",
       "      <td>15.52</td>\n",
       "      <td>15.52</td>\n",
       "      <td>15.52</td>\n",
       "      <td>14.90</td>\n",
       "      <td>15.11</td>\n",
       "      <td>90902123.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>45910806.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.96</td>\n",
       "      <td>14113926.0</td>\n",
       "      <td>09:37:00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1402.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.425106</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 39 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          change                 date        stock  close0  \\\n",
       "000001.XSHE_2007-01-12  0.998711  2007-01-12 00:00:00  000001.XSHE   14.08   \n",
       "000001.XSHE_2007-01-15  1.012270  2007-01-15 00:00:00  000001.XSHE   14.78   \n",
       "000001.XSHE_2007-01-16  0.992991  2007-01-16 00:00:00  000001.XSHE   15.52   \n",
       "\n",
       "                        high0  high_limit0   low0  open0     volume0  day0  \\\n",
       "000001.XSHE_2007-01-12  14.23        14.49  13.60  13.79  44737422.0   4.0   \n",
       "000001.XSHE_2007-01-15  14.78        14.78  14.09  14.18  40996055.0   5.0   \n",
       "000001.XSHE_2007-01-16  15.52        15.52  14.90  15.11  90902123.0   6.0   \n",
       "\n",
       "                        ...      volume3  day3  minute_low  minute_volume  \\\n",
       "000001.XSHE_2007-01-12  ...   55236455.0   7.0        3.56     71958459.0   \n",
       "000001.XSHE_2007-01-15  ...   52523640.0   8.0        3.60    183047284.0   \n",
       "000001.XSHE_2007-01-16  ...   45910806.0   9.0        3.96     14113926.0   \n",
       "\n",
       "                          minute  recent  circap  isnew      capq    st  \n",
       "000001.XSHE_2007-01-12  09:56:00     2.0  1402.0    0.0  0.425106  True  \n",
       "000001.XSHE_2007-01-15  14:17:00     3.0  1402.0    0.0  0.425106  True  \n",
       "000001.XSHE_2007-01-16  09:37:00     4.0  1402.0    0.0  0.425106  True  \n",
       "\n",
       "[3 rows x 39 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_df = pd.read_csv(\"top2.csv\",index_col=0,parse_dates=True,low_memory=False)\n",
    "data_df.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"output3.csv\",index_col=0)\n",
    "df = df[~df[\"mean\"].duplicated()]\n",
    "df[\"recent\"] = df.index.str.slice(-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/site-packages/ipykernel/__main__.py:1: FutureWarning: sort(columns=....) is deprecated, use sort_values(by=.....)\n",
      "  if __name__ == '__main__':\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>win_ratio</th>\n",
       "      <th>mean</th>\n",
       "      <th>count</th>\n",
       "      <th>recent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>~opentop2-foot0-~foot2-~small_capq-small_volume-~yz1-top1-opentop1-3</th>\n",
       "      <td>0.818182</td>\n",
       "      <td>1.069608</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump2-foot2-small_capq-minute-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.909091</td>\n",
       "      <td>1.069713</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-~jump1-jump2-small_volume-~yz0-top0-opentop0-5</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.069736</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~jump1-jump2-~foot1-small_volume-~yz0-top0-opentop0-5</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.069777</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump2-foot1-small_volume-6</th>\n",
       "      <td>0.909091</td>\n",
       "      <td>1.069795</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-foot1-small_volume-6</th>\n",
       "      <td>0.866667</td>\n",
       "      <td>1.069887</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~jump1-speedup2-~foot1-small_volume-~yz0-top0-opentop0-5</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.069939</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup2-foot1-minute-small_volume-6</th>\n",
       "      <td>0.769231</td>\n",
       "      <td>1.070002</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-~jump1-speedup2-small_capq-small_volume-~yz0-top0-opentop0-5</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.070170</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-speedup2-~foot0-foot2-~yz0-top0-opentop0-~opentop1-top1-5</th>\n",
       "      <td>0.900000</td>\n",
       "      <td>1.070184</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>foot2-minute-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.866667</td>\n",
       "      <td>1.070229</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~jump1-jump2-small_volume-~yz0-top0-opentop0-5</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.070286</td>\n",
       "      <td>14</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~jump1-jump2-small_capq-small_volume-~yz0-top0-opentop0-5</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.070555</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-foot2-minute-~yz0-top0-opentop0-~opentop1-top1-5</th>\n",
       "      <td>0.900000</td>\n",
       "      <td>1.070827</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-foot1-~isnew-small_capq-minute-small_volume-6</th>\n",
       "      <td>0.818182</td>\n",
       "      <td>1.070869</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-jump1-~foot0-~foot1-foot2-small_volume-~opentop1-top1-2</th>\n",
       "      <td>0.900000</td>\n",
       "      <td>1.071444</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-foot1-~foot2-small_volume-6</th>\n",
       "      <td>0.846154</td>\n",
       "      <td>1.071847</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup2-foot1-~isnew-small_capq-small_volume-6</th>\n",
       "      <td>0.800000</td>\n",
       "      <td>1.072141</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~foot0-foot2-minute-~yz0-top0-opentop0-~opentop1-top1-5</th>\n",
       "      <td>0.900000</td>\n",
       "      <td>1.072231</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~jump1-jump2-~foot1-small_volume-~yz0-top0-opentop0-5</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.072571</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-foot1-small_capq-small_volume-6</th>\n",
       "      <td>0.866667</td>\n",
       "      <td>1.072745</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~speedup2-foot1-~foot2-small_volume-6</th>\n",
       "      <td>0.818182</td>\n",
       "      <td>1.073039</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-~foot1-isnew-minute-4</th>\n",
       "      <td>0.916667</td>\n",
       "      <td>1.073595</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~foot1-foot2-minute-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.846154</td>\n",
       "      <td>1.073866</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-foot0-~foot1-isnew-3</th>\n",
       "      <td>0.700000</td>\n",
       "      <td>1.074110</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~foot1-foot2-minute-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.857143</td>\n",
       "      <td>1.074381</td>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~jump1-speedup2-foot0-~foot2-~small_capq-small_volume-3</th>\n",
       "      <td>0.800000</td>\n",
       "      <td>1.075126</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-foot1-~foot2-small_capq-small_volume-6</th>\n",
       "      <td>0.846154</td>\n",
       "      <td>1.075144</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-foot1-small_capq-small_volume-6</th>\n",
       "      <td>0.900000</td>\n",
       "      <td>1.075309</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump2-~foot1-foot2-small_capq-minute-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.900000</td>\n",
       "      <td>1.075475</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump2-foot1-minute-small_volume-6</th>\n",
       "      <td>0.900000</td>\n",
       "      <td>1.075654</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~speedup2-foot1-small_volume-6</th>\n",
       "      <td>0.833333</td>\n",
       "      <td>1.075836</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-foot2-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.833333</td>\n",
       "      <td>1.076268</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>foot2-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.846154</td>\n",
       "      <td>1.076638</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-foot1-~isnew-small_capq-small_volume-6</th>\n",
       "      <td>0.900000</td>\n",
       "      <td>1.077956</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-jump2-foot2-minute-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.916667</td>\n",
       "      <td>1.078948</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump2-foot2-minute-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.923077</td>\n",
       "      <td>1.079112</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup2-foot1-~foot2-small_capq-small_volume-6</th>\n",
       "      <td>0.818182</td>\n",
       "      <td>1.079676</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-foot1-small_capq-minute-small_volume-6</th>\n",
       "      <td>0.846154</td>\n",
       "      <td>1.080092</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup2-foot1-small_capq-small_volume-6</th>\n",
       "      <td>0.833333</td>\n",
       "      <td>1.081921</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup2-foot1-~foot2-small_capq-minute-small_volume-6</th>\n",
       "      <td>0.800000</td>\n",
       "      <td>1.083766</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-foot1-~foot2-small_capq-minute-small_volume-6</th>\n",
       "      <td>0.818182</td>\n",
       "      <td>1.084264</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump2-~foot1-foot2-minute-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.916667</td>\n",
       "      <td>1.084697</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-foot0-~foot1-isnew-3</th>\n",
       "      <td>0.700000</td>\n",
       "      <td>1.084873</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup2-foot1-small_capq-minute-small_volume-6</th>\n",
       "      <td>0.818182</td>\n",
       "      <td>1.085843</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-foot1-small_capq-small_volume-6</th>\n",
       "      <td>0.916667</td>\n",
       "      <td>1.086766</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump2-foot2-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.909091</td>\n",
       "      <td>1.088301</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-foot0-foot1-small_volume-6</th>\n",
       "      <td>0.900000</td>\n",
       "      <td>1.092436</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-foot1-~foot2-small_capq-small_volume-6</th>\n",
       "      <td>0.900000</td>\n",
       "      <td>1.092690</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~speedup2-foot1-small_capq-small_volume-6</th>\n",
       "      <td>0.900000</td>\n",
       "      <td>1.094427</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    win_ratio      mean  \\\n",
       "~opentop2-foot0-~foot2-~small_capq-small_volume...   0.818182  1.069608   \n",
       "jump2-foot2-small_capq-minute-yz0-~opentop1-top1-3   0.909091  1.069713   \n",
       "~speedup1-~jump1-jump2-small_volume-~yz0-top0-o...   1.000000  1.069736   \n",
       "~opentop2-~jump1-jump2-~foot1-small_volume-~yz0...   1.000000  1.069777   \n",
       "~opentop2-jump2-foot1-small_volume-6                 0.909091  1.069795   \n",
       "~opentop2-jump1-foot1-small_volume-6                 0.866667  1.069887   \n",
       "~jump1-speedup2-~foot1-small_volume-~yz0-top0-o...   1.000000  1.069939   \n",
       "~opentop2-~speedup2-foot1-minute-small_volume-6      0.769231  1.070002   \n",
       "~speedup1-~jump1-speedup2-small_capq-small_volu...   1.000000  1.070170   \n",
       "~opentop2-speedup2-~foot0-foot2-~yz0-top0-opent...   0.900000  1.070184   \n",
       "foot2-minute-yz0-~opentop1-top1-3                    0.866667  1.070229   \n",
       "~jump1-jump2-small_volume-~yz0-top0-opentop0-5       1.000000  1.070286   \n",
       "~jump1-jump2-small_capq-small_volume-~yz0-top0-...   1.000000  1.070555   \n",
       "~opentop2-foot2-minute-~yz0-top0-opentop0-~open...   0.900000  1.070827   \n",
       "~opentop2-foot1-~isnew-small_capq-minute-small_...   0.818182  1.070869   \n",
       "~opentop2-~speedup1-jump1-~foot0-~foot1-foot2-s...   0.900000  1.071444   \n",
       "~opentop2-jump1-foot1-~foot2-small_volume-6          0.846154  1.071847   \n",
       "~opentop2-~speedup2-foot1-~isnew-small_capq-sma...   0.800000  1.072141   \n",
       "~opentop2-~foot0-foot2-minute-~yz0-top0-opentop...   0.900000  1.072231   \n",
       "~jump1-jump2-~foot1-small_volume-~yz0-top0-open...   1.000000  1.072571   \n",
       "~opentop2-foot1-small_capq-small_volume-6            0.866667  1.072745   \n",
       "~opentop2-jump1-~speedup2-foot1-~foot2-small_vo...   0.818182  1.073039   \n",
       "~opentop2-~speedup1-~foot1-isnew-minute-4            0.916667  1.073595   \n",
       "jump1-~foot1-foot2-minute-yz0-~opentop1-top1-3       0.846154  1.073866   \n",
       "~opentop2-~speedup1-foot0-~foot1-isnew-3             0.700000  1.074110   \n",
       "~foot1-foot2-minute-yz0-~opentop1-top1-3             0.857143  1.074381   \n",
       "~opentop2-~jump1-speedup2-foot0-~foot2-~small_c...   0.800000  1.075126   \n",
       "~opentop2-foot1-~foot2-small_capq-small_volume-6     0.846154  1.075144   \n",
       "~opentop2-~speedup1-foot1-small_capq-small_volu...   0.900000  1.075309   \n",
       "jump2-~foot1-foot2-small_capq-minute-yz0-~opent...   0.900000  1.075475   \n",
       "~opentop2-jump2-foot1-minute-small_volume-6          0.900000  1.075654   \n",
       "~opentop2-jump1-~speedup2-foot1-small_volume-6       0.833333  1.075836   \n",
       "jump1-foot2-small_volume-yz0-~opentop1-top1-3        0.833333  1.076268   \n",
       "foot2-small_volume-yz0-~opentop1-top1-3              0.846154  1.076638   \n",
       "~opentop2-jump1-foot1-~isnew-small_capq-small_v...   0.900000  1.077956   \n",
       "jump1-jump2-foot2-minute-yz0-~opentop1-top1-3        0.916667  1.078948   \n",
       "jump2-foot2-minute-yz0-~opentop1-top1-3              0.923077  1.079112   \n",
       "~opentop2-~speedup2-foot1-~foot2-small_capq-sma...   0.818182  1.079676   \n",
       "~opentop2-foot1-small_capq-minute-small_volume-6     0.846154  1.080092   \n",
       "~opentop2-~speedup2-foot1-small_capq-small_volu...   0.833333  1.081921   \n",
       "~opentop2-~speedup2-foot1-~foot2-small_capq-min...   0.800000  1.083766   \n",
       "~opentop2-foot1-~foot2-small_capq-minute-small_...   0.818182  1.084264   \n",
       "jump2-~foot1-foot2-minute-yz0-~opentop1-top1-3       0.916667  1.084697   \n",
       "~speedup1-foot0-~foot1-isnew-3                       0.700000  1.084873   \n",
       "~opentop2-~speedup2-foot1-small_capq-minute-sma...   0.818182  1.085843   \n",
       "~opentop2-jump1-foot1-small_capq-small_volume-6      0.916667  1.086766   \n",
       "jump2-foot2-small_volume-yz0-~opentop1-top1-3        0.909091  1.088301   \n",
       "~opentop2-foot0-foot1-small_volume-6                 0.900000  1.092436   \n",
       "~opentop2-jump1-foot1-~foot2-small_capq-small_v...   0.900000  1.092690   \n",
       "~opentop2-jump1-~speedup2-foot1-small_capq-smal...   0.900000  1.094427   \n",
       "\n",
       "                                                    count recent  \n",
       "~opentop2-foot0-~foot2-~small_capq-small_volume...     11      3  \n",
       "jump2-foot2-small_capq-minute-yz0-~opentop1-top1-3     11      3  \n",
       "~speedup1-~jump1-jump2-small_volume-~yz0-top0-o...     12      5  \n",
       "~opentop2-~jump1-jump2-~foot1-small_volume-~yz0...     10      5  \n",
       "~opentop2-jump2-foot1-small_volume-6                   11      6  \n",
       "~opentop2-jump1-foot1-small_volume-6                   15      6  \n",
       "~jump1-speedup2-~foot1-small_volume-~yz0-top0-o...     12      5  \n",
       "~opentop2-~speedup2-foot1-minute-small_volume-6        13      6  \n",
       "~speedup1-~jump1-speedup2-small_capq-small_volu...     10      5  \n",
       "~opentop2-speedup2-~foot0-foot2-~yz0-top0-opent...     10      5  \n",
       "foot2-minute-yz0-~opentop1-top1-3                      15      3  \n",
       "~jump1-jump2-small_volume-~yz0-top0-opentop0-5         14      5  \n",
       "~jump1-jump2-small_capq-small_volume-~yz0-top0-...     10      5  \n",
       "~opentop2-foot2-minute-~yz0-top0-opentop0-~open...     10      5  \n",
       "~opentop2-foot1-~isnew-small_capq-minute-small_...     11      6  \n",
       "~opentop2-~speedup1-jump1-~foot0-~foot1-foot2-s...     10      2  \n",
       "~opentop2-jump1-foot1-~foot2-small_volume-6            13      6  \n",
       "~opentop2-~speedup2-foot1-~isnew-small_capq-sma...     10      6  \n",
       "~opentop2-~foot0-foot2-minute-~yz0-top0-opentop...     10      5  \n",
       "~jump1-jump2-~foot1-small_volume-~yz0-top0-open...     11      5  \n",
       "~opentop2-foot1-small_capq-small_volume-6              15      6  \n",
       "~opentop2-jump1-~speedup2-foot1-~foot2-small_vo...     11      6  \n",
       "~opentop2-~speedup1-~foot1-isnew-minute-4              12      4  \n",
       "jump1-~foot1-foot2-minute-yz0-~opentop1-top1-3         13      3  \n",
       "~opentop2-~speedup1-foot0-~foot1-isnew-3               10      3  \n",
       "~foot1-foot2-minute-yz0-~opentop1-top1-3               14      3  \n",
       "~opentop2-~jump1-speedup2-foot0-~foot2-~small_c...     10      3  \n",
       "~opentop2-foot1-~foot2-small_capq-small_volume-6       13      6  \n",
       "~opentop2-~speedup1-foot1-small_capq-small_volu...     10      6  \n",
       "jump2-~foot1-foot2-small_capq-minute-yz0-~opent...     10      3  \n",
       "~opentop2-jump2-foot1-minute-small_volume-6            10      6  \n",
       "~opentop2-jump1-~speedup2-foot1-small_volume-6         12      6  \n",
       "jump1-foot2-small_volume-yz0-~opentop1-top1-3          12      3  \n",
       "foot2-small_volume-yz0-~opentop1-top1-3                13      3  \n",
       "~opentop2-jump1-foot1-~isnew-small_capq-small_v...     10      6  \n",
       "jump1-jump2-foot2-minute-yz0-~opentop1-top1-3          12      3  \n",
       "jump2-foot2-minute-yz0-~opentop1-top1-3                13      3  \n",
       "~opentop2-~speedup2-foot1-~foot2-small_capq-sma...     11      6  \n",
       "~opentop2-foot1-small_capq-minute-small_volume-6       13      6  \n",
       "~opentop2-~speedup2-foot1-small_capq-small_volu...     12      6  \n",
       "~opentop2-~speedup2-foot1-~foot2-small_capq-min...     10      6  \n",
       "~opentop2-foot1-~foot2-small_capq-minute-small_...     11      6  \n",
       "jump2-~foot1-foot2-minute-yz0-~opentop1-top1-3         12      3  \n",
       "~speedup1-foot0-~foot1-isnew-3                         10      3  \n",
       "~opentop2-~speedup2-foot1-small_capq-minute-sma...     11      6  \n",
       "~opentop2-jump1-foot1-small_capq-small_volume-6        12      6  \n",
       "jump2-foot2-small_volume-yz0-~opentop1-top1-3          11      3  \n",
       "~opentop2-foot0-foot1-small_volume-6                   10      6  \n",
       "~opentop2-jump1-foot1-~foot2-small_capq-small_v...     10      6  \n",
       "~opentop2-jump1-~speedup2-foot1-small_capq-smal...     10      6  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.sort(\"mean\")\n",
    "df.tail(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>win_ratio</th>\n",
       "      <th>mean</th>\n",
       "      <th>count</th>\n",
       "      <th>recent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-jump1-speedup2-~foot1-foot2-minute-~opentop1-top1-3</th>\n",
       "      <td>0.677419</td>\n",
       "      <td>1.038113</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-foot0-minute-small_volume-6</th>\n",
       "      <td>0.729167</td>\n",
       "      <td>1.038115</td>\n",
       "      <td>48</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-jump1-jump2-foot0-foot2-small_volume-~opentop1-top1-3</th>\n",
       "      <td>0.606061</td>\n",
       "      <td>1.038130</td>\n",
       "      <td>33</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-jump2-~foot1-small_volume-yz0-3</th>\n",
       "      <td>0.710526</td>\n",
       "      <td>1.038257</td>\n",
       "      <td>38</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-jump1-jump2-~foot1-foot2-small_volume-~opentop1-top1-3</th>\n",
       "      <td>0.657895</td>\n",
       "      <td>1.038382</td>\n",
       "      <td>38</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~foot1-minute-small_volume-yz0-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.875000</td>\n",
       "      <td>1.038420</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~jump2-~foot1-small_volume-yz0-3</th>\n",
       "      <td>0.657143</td>\n",
       "      <td>1.038431</td>\n",
       "      <td>35</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-foot0-~isnew-minute-small_volume-6</th>\n",
       "      <td>0.727273</td>\n",
       "      <td>1.038542</td>\n",
       "      <td>44</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~foot1-small_capq-minute-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.714286</td>\n",
       "      <td>1.038567</td>\n",
       "      <td>42</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump2-~foot1-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.684211</td>\n",
       "      <td>1.038684</td>\n",
       "      <td>38</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-foot0-~isnew-minute-small_volume-6</th>\n",
       "      <td>0.744681</td>\n",
       "      <td>1.038759</td>\n",
       "      <td>47</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-jump2-~foot1-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.694444</td>\n",
       "      <td>1.038929</td>\n",
       "      <td>36</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-foot0-small_volume-6</th>\n",
       "      <td>0.732143</td>\n",
       "      <td>1.039003</td>\n",
       "      <td>56</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump2-~foot2-small_volume-yz0-4</th>\n",
       "      <td>0.812500</td>\n",
       "      <td>1.039062</td>\n",
       "      <td>32</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~speedup2-~foot1-small_capq-minute-small_volume-yz0-3</th>\n",
       "      <td>0.707317</td>\n",
       "      <td>1.039077</td>\n",
       "      <td>41</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-minute-small_volume-yz0-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.878049</td>\n",
       "      <td>1.039178</td>\n",
       "      <td>41</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~isnew-small_capq-small_volume-yz0-6</th>\n",
       "      <td>0.725000</td>\n",
       "      <td>1.039180</td>\n",
       "      <td>40</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-jump2-~foot1-minute-small_volume-yz0-3</th>\n",
       "      <td>0.702703</td>\n",
       "      <td>1.039190</td>\n",
       "      <td>37</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-foot0-~isnew-small_capq-small_volume-6</th>\n",
       "      <td>0.755556</td>\n",
       "      <td>1.039268</td>\n",
       "      <td>45</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-foot0-~isnew-small_capq-small_volume-6</th>\n",
       "      <td>0.744186</td>\n",
       "      <td>1.039318</td>\n",
       "      <td>43</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~jump2-~foot1-minute-small_volume-yz0-3</th>\n",
       "      <td>0.709677</td>\n",
       "      <td>1.039341</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump2-~foot1-small_volume-yz0-3</th>\n",
       "      <td>0.717949</td>\n",
       "      <td>1.039355</td>\n",
       "      <td>39</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-~foot0-~foot2-~isnew-~small_capq-small_volume-4</th>\n",
       "      <td>0.764706</td>\n",
       "      <td>1.039406</td>\n",
       "      <td>34</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-small_capq-small_volume-yz0-6</th>\n",
       "      <td>0.727273</td>\n",
       "      <td>1.039422</td>\n",
       "      <td>44</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-jump2-foot0-small_capq-minute-6</th>\n",
       "      <td>0.718750</td>\n",
       "      <td>1.039527</td>\n",
       "      <td>32</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-foot0-small_capq-small_volume-6</th>\n",
       "      <td>0.744681</td>\n",
       "      <td>1.039532</td>\n",
       "      <td>47</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~foot2-minute-small_volume-yz0-6</th>\n",
       "      <td>0.718750</td>\n",
       "      <td>1.039735</td>\n",
       "      <td>32</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump2-~foot1-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.692308</td>\n",
       "      <td>1.039820</td>\n",
       "      <td>39</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~jump2-~foot1-~foot2-small_volume-yz0-3</th>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.040003</td>\n",
       "      <td>33</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~foot1-small_capq-minute-small_volume-yz0-3</th>\n",
       "      <td>0.698113</td>\n",
       "      <td>1.040010</td>\n",
       "      <td>53</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup2-foot0-small_capq-small_volume-6</th>\n",
       "      <td>0.741935</td>\n",
       "      <td>1.046056</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-jump1-small_capq-small_volume-6</th>\n",
       "      <td>0.705882</td>\n",
       "      <td>1.046187</td>\n",
       "      <td>34</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.750000</td>\n",
       "      <td>1.046370</td>\n",
       "      <td>44</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-foot0-~foot2-small_capq-minute-small_volume-6</th>\n",
       "      <td>0.764706</td>\n",
       "      <td>1.046476</td>\n",
       "      <td>34</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup2-foot0-minute-small_volume-6</th>\n",
       "      <td>0.757576</td>\n",
       "      <td>1.046591</td>\n",
       "      <td>33</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>small_capq-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.750000</td>\n",
       "      <td>1.046672</td>\n",
       "      <td>32</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.757576</td>\n",
       "      <td>1.046969</td>\n",
       "      <td>33</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~foot1-~isnew-minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.756098</td>\n",
       "      <td>1.047087</td>\n",
       "      <td>41</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.744186</td>\n",
       "      <td>1.047362</td>\n",
       "      <td>43</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-foot0-small_capq-minute-small_volume-6</th>\n",
       "      <td>0.782609</td>\n",
       "      <td>1.047675</td>\n",
       "      <td>46</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-jump1-small_capq-minute-small_volume-6</th>\n",
       "      <td>0.727273</td>\n",
       "      <td>1.047859</td>\n",
       "      <td>33</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>small_capq-minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.741935</td>\n",
       "      <td>1.048058</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.750000</td>\n",
       "      <td>1.048320</td>\n",
       "      <td>32</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump2-~foot1-minute-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.709677</td>\n",
       "      <td>1.048425</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~isnew-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.783784</td>\n",
       "      <td>1.048611</td>\n",
       "      <td>37</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-foot0-small_volume-6</th>\n",
       "      <td>0.705882</td>\n",
       "      <td>1.049011</td>\n",
       "      <td>34</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump2-~foot1-minute-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.718750</td>\n",
       "      <td>1.049505</td>\n",
       "      <td>32</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~foot1-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.767442</td>\n",
       "      <td>1.049811</td>\n",
       "      <td>43</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~isnew-minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.777778</td>\n",
       "      <td>1.049858</td>\n",
       "      <td>36</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-foot0-minute-small_volume-6</th>\n",
       "      <td>0.727273</td>\n",
       "      <td>1.050769</td>\n",
       "      <td>33</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~foot1-minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.761905</td>\n",
       "      <td>1.050908</td>\n",
       "      <td>42</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~foot1-small_capq-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.774194</td>\n",
       "      <td>1.051455</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~foot1-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.781250</td>\n",
       "      <td>1.051611</td>\n",
       "      <td>32</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~foot1-~isnew-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.805556</td>\n",
       "      <td>1.052783</td>\n",
       "      <td>36</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.789474</td>\n",
       "      <td>1.052795</td>\n",
       "      <td>38</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~foot1-minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.774194</td>\n",
       "      <td>1.053155</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.783784</td>\n",
       "      <td>1.054121</td>\n",
       "      <td>37</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~foot1-~isnew-minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.800000</td>\n",
       "      <td>1.054185</td>\n",
       "      <td>35</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~foot1-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.810811</td>\n",
       "      <td>1.056967</td>\n",
       "      <td>37</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~foot1-minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.805556</td>\n",
       "      <td>1.058446</td>\n",
       "      <td>36</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    win_ratio      mean  \\\n",
       "~opentop2-~speedup1-jump1-speedup2-~foot1-foot2...   0.677419  1.038113   \n",
       "~opentop2-~speedup1-foot0-minute-small_volume-6      0.729167  1.038115   \n",
       "~speedup1-jump1-jump2-foot0-foot2-small_volume-...   0.606061  1.038130   \n",
       "~opentop2-jump1-jump2-~foot1-small_volume-yz0-3      0.710526  1.038257   \n",
       "~opentop2-~speedup1-jump1-jump2-~foot1-foot2-sm...   0.657895  1.038382   \n",
       "~opentop2-jump1-~foot1-minute-small_volume-yz0-...   0.875000  1.038420   \n",
       "jump1-~jump2-~foot1-small_volume-yz0-3               0.657143  1.038431   \n",
       "~opentop2-~speedup1-foot0-~isnew-minute-small_v...   0.727273  1.038542   \n",
       "jump1-~foot1-small_capq-minute-yz0-~opentop1-to...   0.714286  1.038567   \n",
       "~opentop2-jump2-~foot1-yz0-~opentop1-top1-3          0.684211  1.038684   \n",
       "~opentop2-foot0-~isnew-minute-small_volume-6         0.744681  1.038759   \n",
       "~opentop2-jump1-jump2-~foot1-yz0-~opentop1-top1-3    0.694444  1.038929   \n",
       "~opentop2-foot0-small_volume-6                       0.732143  1.039003   \n",
       "~opentop2-jump2-~foot2-small_volume-yz0-4            0.812500  1.039062   \n",
       "jump1-~speedup2-~foot1-small_capq-minute-small_...   0.707317  1.039077   \n",
       "~opentop2-jump1-minute-small_volume-yz0-~yz1-to...   0.878049  1.039178   \n",
       "~opentop2-~isnew-small_capq-small_volume-yz0-6       0.725000  1.039180   \n",
       "~opentop2-jump1-jump2-~foot1-minute-small_volum...   0.702703  1.039190   \n",
       "~opentop2-foot0-~isnew-small_capq-small_volume-6     0.755556  1.039268   \n",
       "~opentop2-~speedup1-foot0-~isnew-small_capq-sma...   0.744186  1.039318   \n",
       "jump1-~jump2-~foot1-minute-small_volume-yz0-3        0.709677  1.039341   \n",
       "~opentop2-jump2-~foot1-small_volume-yz0-3            0.717949  1.039355   \n",
       "~speedup1-~foot0-~foot2-~isnew-~small_capq-smal...   0.764706  1.039406   \n",
       "~opentop2-small_capq-small_volume-yz0-6              0.727273  1.039422   \n",
       "~opentop2-~speedup1-jump2-foot0-small_capq-minu...   0.718750  1.039527   \n",
       "~opentop2-~speedup1-foot0-small_capq-small_volu...   0.744681  1.039532   \n",
       "~opentop2-~foot2-minute-small_volume-yz0-6           0.718750  1.039735   \n",
       "jump2-~foot1-yz0-~opentop1-top1-3                    0.692308  1.039820   \n",
       "jump1-~jump2-~foot1-~foot2-small_volume-yz0-3        0.666667  1.040003   \n",
       "jump1-~foot1-small_capq-minute-small_volume-yz0-3    0.698113  1.040010   \n",
       "...                                                       ...       ...   \n",
       "~opentop2-~speedup2-foot0-small_capq-small_volu...   0.741935  1.046056   \n",
       "~opentop2-~speedup1-jump1-small_capq-small_volu...   0.705882  1.046187   \n",
       "small_volume-yz0-~opentop1-top1-3                    0.750000  1.046370   \n",
       "~opentop2-foot0-~foot2-small_capq-minute-small_...   0.764706  1.046476   \n",
       "~opentop2-~speedup2-foot0-minute-small_volume-6      0.757576  1.046591   \n",
       "small_capq-small_volume-yz0-~opentop1-top1-3         0.750000  1.046672   \n",
       "~opentop2-jump1-small_volume-yz0-~opentop1-top1-3    0.757576  1.046969   \n",
       "~foot1-~isnew-minute-small_volume-yz0-~opentop1...   0.756098  1.047087   \n",
       "minute-small_volume-yz0-~opentop1-top1-3             0.744186  1.047362   \n",
       "~opentop2-foot0-small_capq-minute-small_volume-6     0.782609  1.047675   \n",
       "~opentop2-~speedup1-jump1-small_capq-minute-sma...   0.727273  1.047859   \n",
       "small_capq-minute-small_volume-yz0-~opentop1-to...   0.741935  1.048058   \n",
       "~opentop2-jump1-minute-small_volume-yz0-~opento...   0.750000  1.048320   \n",
       "~opentop2-jump2-~foot1-minute-yz0-~opentop1-top1-3   0.709677  1.048425   \n",
       "jump1-~isnew-small_volume-yz0-~opentop1-top1-3       0.783784  1.048611   \n",
       "~opentop2-jump1-foot0-small_volume-6                 0.705882  1.049011   \n",
       "jump2-~foot1-minute-yz0-~opentop1-top1-3             0.718750  1.049505   \n",
       "~foot1-small_volume-yz0-~opentop1-top1-3             0.767442  1.049811   \n",
       "jump1-~isnew-minute-small_volume-yz0-~opentop1-...   0.777778  1.049858   \n",
       "~opentop2-jump1-foot0-minute-small_volume-6          0.727273  1.050769   \n",
       "~foot1-minute-small_volume-yz0-~opentop1-top1-3      0.761905  1.050908   \n",
       "~foot1-small_capq-small_volume-yz0-~opentop1-to...   0.774194  1.051455   \n",
       "~opentop2-jump1-~foot1-small_volume-yz0-~opento...   0.781250  1.051611   \n",
       "jump1-~foot1-~isnew-small_volume-yz0-~opentop1-...   0.805556  1.052783   \n",
       "jump1-small_volume-yz0-~opentop1-top1-3              0.789474  1.052795   \n",
       "~opentop2-jump1-~foot1-minute-small_volume-yz0-...   0.774194  1.053155   \n",
       "jump1-minute-small_volume-yz0-~opentop1-top1-3       0.783784  1.054121   \n",
       "jump1-~foot1-~isnew-minute-small_volume-yz0-~op...   0.800000  1.054185   \n",
       "jump1-~foot1-small_volume-yz0-~opentop1-top1-3       0.810811  1.056967   \n",
       "jump1-~foot1-minute-small_volume-yz0-~opentop1-...   0.805556  1.058446   \n",
       "\n",
       "                                                    count recent  \n",
       "~opentop2-~speedup1-jump1-speedup2-~foot1-foot2...     31      3  \n",
       "~opentop2-~speedup1-foot0-minute-small_volume-6        48      6  \n",
       "~speedup1-jump1-jump2-foot0-foot2-small_volume-...     33      3  \n",
       "~opentop2-jump1-jump2-~foot1-small_volume-yz0-3        38      3  \n",
       "~opentop2-~speedup1-jump1-jump2-~foot1-foot2-sm...     38      3  \n",
       "~opentop2-jump1-~foot1-minute-small_volume-yz0-...     40      4  \n",
       "jump1-~jump2-~foot1-small_volume-yz0-3                 35      3  \n",
       "~opentop2-~speedup1-foot0-~isnew-minute-small_v...     44      6  \n",
       "jump1-~foot1-small_capq-minute-yz0-~opentop1-to...     42      3  \n",
       "~opentop2-jump2-~foot1-yz0-~opentop1-top1-3            38      3  \n",
       "~opentop2-foot0-~isnew-minute-small_volume-6           47      6  \n",
       "~opentop2-jump1-jump2-~foot1-yz0-~opentop1-top1-3      36      3  \n",
       "~opentop2-foot0-small_volume-6                         56      6  \n",
       "~opentop2-jump2-~foot2-small_volume-yz0-4              32      4  \n",
       "jump1-~speedup2-~foot1-small_capq-minute-small_...     41      3  \n",
       "~opentop2-jump1-minute-small_volume-yz0-~yz1-to...     41      4  \n",
       "~opentop2-~isnew-small_capq-small_volume-yz0-6         40      6  \n",
       "~opentop2-jump1-jump2-~foot1-minute-small_volum...     37      3  \n",
       "~opentop2-foot0-~isnew-small_capq-small_volume-6       45      6  \n",
       "~opentop2-~speedup1-foot0-~isnew-small_capq-sma...     43      6  \n",
       "jump1-~jump2-~foot1-minute-small_volume-yz0-3          31      3  \n",
       "~opentop2-jump2-~foot1-small_volume-yz0-3              39      3  \n",
       "~speedup1-~foot0-~foot2-~isnew-~small_capq-smal...     34      4  \n",
       "~opentop2-small_capq-small_volume-yz0-6                44      6  \n",
       "~opentop2-~speedup1-jump2-foot0-small_capq-minu...     32      6  \n",
       "~opentop2-~speedup1-foot0-small_capq-small_volu...     47      6  \n",
       "~opentop2-~foot2-minute-small_volume-yz0-6             32      6  \n",
       "jump2-~foot1-yz0-~opentop1-top1-3                      39      3  \n",
       "jump1-~jump2-~foot1-~foot2-small_volume-yz0-3          33      3  \n",
       "jump1-~foot1-small_capq-minute-small_volume-yz0-3      53      3  \n",
       "...                                                   ...    ...  \n",
       "~opentop2-~speedup2-foot0-small_capq-small_volu...     31      6  \n",
       "~opentop2-~speedup1-jump1-small_capq-small_volu...     34      6  \n",
       "small_volume-yz0-~opentop1-top1-3                      44      3  \n",
       "~opentop2-foot0-~foot2-small_capq-minute-small_...     34      6  \n",
       "~opentop2-~speedup2-foot0-minute-small_volume-6        33      6  \n",
       "small_capq-small_volume-yz0-~opentop1-top1-3           32      3  \n",
       "~opentop2-jump1-small_volume-yz0-~opentop1-top1-3      33      3  \n",
       "~foot1-~isnew-minute-small_volume-yz0-~opentop1...     41      3  \n",
       "minute-small_volume-yz0-~opentop1-top1-3               43      3  \n",
       "~opentop2-foot0-small_capq-minute-small_volume-6       46      6  \n",
       "~opentop2-~speedup1-jump1-small_capq-minute-sma...     33      6  \n",
       "small_capq-minute-small_volume-yz0-~opentop1-to...     31      3  \n",
       "~opentop2-jump1-minute-small_volume-yz0-~opento...     32      3  \n",
       "~opentop2-jump2-~foot1-minute-yz0-~opentop1-top1-3     31      3  \n",
       "jump1-~isnew-small_volume-yz0-~opentop1-top1-3         37      3  \n",
       "~opentop2-jump1-foot0-small_volume-6                   34      6  \n",
       "jump2-~foot1-minute-yz0-~opentop1-top1-3               32      3  \n",
       "~foot1-small_volume-yz0-~opentop1-top1-3               43      3  \n",
       "jump1-~isnew-minute-small_volume-yz0-~opentop1-...     36      3  \n",
       "~opentop2-jump1-foot0-minute-small_volume-6            33      6  \n",
       "~foot1-minute-small_volume-yz0-~opentop1-top1-3        42      3  \n",
       "~foot1-small_capq-small_volume-yz0-~opentop1-to...     31      3  \n",
       "~opentop2-jump1-~foot1-small_volume-yz0-~opento...     32      3  \n",
       "jump1-~foot1-~isnew-small_volume-yz0-~opentop1-...     36      3  \n",
       "jump1-small_volume-yz0-~opentop1-top1-3                38      3  \n",
       "~opentop2-jump1-~foot1-minute-small_volume-yz0-...     31      3  \n",
       "jump1-minute-small_volume-yz0-~opentop1-top1-3         37      3  \n",
       "jump1-~foot1-~isnew-minute-small_volume-yz0-~op...     35      3  \n",
       "jump1-~foot1-small_volume-yz0-~opentop1-top1-3         37      3  \n",
       "jump1-~foot1-minute-small_volume-yz0-~opentop1-...     36      3  \n",
       "\n",
       "[100 rows x 4 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sub_df = df[df[\"count\"] > 30]\n",
    "sub_df.tail(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>win_ratio</th>\n",
       "      <th>mean</th>\n",
       "      <th>count</th>\n",
       "      <th>recent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>jump1-~foot2-~isnew-minute-small_volume-yz0-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.685714</td>\n",
       "      <td>1.022814</td>\n",
       "      <td>35</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-~jump1-speedup2-~foot0-small_capq-minute-~opentop1-top1-5</th>\n",
       "      <td>0.727273</td>\n",
       "      <td>1.022861</td>\n",
       "      <td>33</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup2-~jump2-foot0-small_capq-small_volume-5</th>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.022880</td>\n",
       "      <td>39</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-~speedup2-~jump2-~foot2-~isnew-minute-small_volume-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.708333</td>\n",
       "      <td>1.022931</td>\n",
       "      <td>48</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~jump2-foot0-~foot2-~isnew-minute-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.022959</td>\n",
       "      <td>51</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~foot2-~isnew-small_capq-minute-yz0-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.648649</td>\n",
       "      <td>1.022973</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-~jump2-foot0-~isnew-small_volume-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.697674</td>\n",
       "      <td>1.023001</td>\n",
       "      <td>43</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup2-~jump2-foot0-~foot2-small_capq-small_volume-5</th>\n",
       "      <td>0.657895</td>\n",
       "      <td>1.023035</td>\n",
       "      <td>38</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-~jump2-~foot2-~isnew-minute-small_volume-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.714286</td>\n",
       "      <td>1.023064</td>\n",
       "      <td>49</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speedup2-jump2-~foot1-~yz0-top0-opentop0-5</th>\n",
       "      <td>0.677419</td>\n",
       "      <td>1.023087</td>\n",
       "      <td>31</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-~jump1-speedup2-~foot0-small_volume-5</th>\n",
       "      <td>0.741935</td>\n",
       "      <td>1.023095</td>\n",
       "      <td>31</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup2-~jump2-foot0-~isnew-minute-small_volume-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.697674</td>\n",
       "      <td>1.023192</td>\n",
       "      <td>43</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~foot0-~foot1-~foot2-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.676471</td>\n",
       "      <td>1.023246</td>\n",
       "      <td>34</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-~jump1-jump2-~foot0-~isnew-small_volume-5</th>\n",
       "      <td>0.709677</td>\n",
       "      <td>1.023274</td>\n",
       "      <td>31</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup2-~jump2-~isnew-minute-yz0-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.023386</td>\n",
       "      <td>48</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~foot0-~foot1-~foot2-~isnew-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.687500</td>\n",
       "      <td>1.023411</td>\n",
       "      <td>32</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup2-~jump2-foot0-~foot1-~foot2-~isnew-minute-small_volume-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.700000</td>\n",
       "      <td>1.023501</td>\n",
       "      <td>40</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup2-~jump2-~foot2-~isnew-minute-yz0-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.659574</td>\n",
       "      <td>1.023522</td>\n",
       "      <td>47</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~jump2-foot0-~isnew-minute-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.631579</td>\n",
       "      <td>1.023548</td>\n",
       "      <td>38</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~jump2-foot0-~isnew-minute-small_volume-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.704545</td>\n",
       "      <td>1.023555</td>\n",
       "      <td>44</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speedup2-~foot1-~yz0-top0-opentop0-5</th>\n",
       "      <td>0.687500</td>\n",
       "      <td>1.023646</td>\n",
       "      <td>32</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-~jump1-speedup2-~foot0-~isnew-minute-~opentop1-top1-5</th>\n",
       "      <td>0.722222</td>\n",
       "      <td>1.023658</td>\n",
       "      <td>36</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~jump2-~isnew-minute-yz0-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.673469</td>\n",
       "      <td>1.023708</td>\n",
       "      <td>49</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~foot2-~isnew-small_volume-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.696429</td>\n",
       "      <td>1.023725</td>\n",
       "      <td>56</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump2-minute-~yz0-top0-opentop0-5</th>\n",
       "      <td>0.687500</td>\n",
       "      <td>1.023732</td>\n",
       "      <td>32</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-~jump1-jump2-~foot0-small_volume-5</th>\n",
       "      <td>0.718750</td>\n",
       "      <td>1.023828</td>\n",
       "      <td>32</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~jump2-foot0-minute-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.641026</td>\n",
       "      <td>1.023840</td>\n",
       "      <td>39</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~jump2-~foot2-~isnew-minute-yz0-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.023848</td>\n",
       "      <td>48</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~foot0-~foot2-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.685714</td>\n",
       "      <td>1.023869</td>\n",
       "      <td>35</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~jump2-foot0-~foot1-~foot2-~isnew-minute-small_volume-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.707317</td>\n",
       "      <td>1.023883</td>\n",
       "      <td>41</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speedup2-jump2-small_volume-~yz0-top0-opentop0-5</th>\n",
       "      <td>0.714286</td>\n",
       "      <td>1.025766</td>\n",
       "      <td>35</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~jump2-foot0-~foot2-~isnew-minute-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.648649</td>\n",
       "      <td>1.025801</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-~jump1-~foot1-~foot2-~isnew-small_capq-small_volume-5</th>\n",
       "      <td>0.707317</td>\n",
       "      <td>1.025814</td>\n",
       "      <td>41</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-~speedup2-~jump2-foot0-small_capq-small_volume-5</th>\n",
       "      <td>0.684211</td>\n",
       "      <td>1.025816</td>\n",
       "      <td>38</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump2-~foot0-minute-~yz0-top0-opentop0-5</th>\n",
       "      <td>0.709677</td>\n",
       "      <td>1.025843</td>\n",
       "      <td>31</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-~jump1-speedup2-~foot0-small_volume-5</th>\n",
       "      <td>0.750000</td>\n",
       "      <td>1.025860</td>\n",
       "      <td>36</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump2-~foot0-minute-~yz0-top0-opentop0-~opentop1-top1-5</th>\n",
       "      <td>0.687500</td>\n",
       "      <td>1.026010</td>\n",
       "      <td>32</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~jump2-foot0-~foot2-minute-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.657895</td>\n",
       "      <td>1.026041</td>\n",
       "      <td>38</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-~speedup2-~jump2-foot0-~foot2-small_capq-small_volume-5</th>\n",
       "      <td>0.675676</td>\n",
       "      <td>1.026054</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-~jump1-~foot0-~foot1-small_capq-minute-small_volume-5</th>\n",
       "      <td>0.727273</td>\n",
       "      <td>1.026058</td>\n",
       "      <td>33</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speedup2-minute-small_volume-~yz0-top0-opentop0-5</th>\n",
       "      <td>0.714286</td>\n",
       "      <td>1.026062</td>\n",
       "      <td>35</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup2-~jump2-~isnew-minute-small_volume-yz0-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.725000</td>\n",
       "      <td>1.026143</td>\n",
       "      <td>40</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speedup2-small_volume-~yz0-top0-opentop0-5</th>\n",
       "      <td>0.722222</td>\n",
       "      <td>1.026189</td>\n",
       "      <td>36</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-~jump1-jump2-~foot0-small_volume-~opentop1-top1-5</th>\n",
       "      <td>0.741935</td>\n",
       "      <td>1.026254</td>\n",
       "      <td>31</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-~jump1-~foot1-~foot2-small_capq-small_volume-5</th>\n",
       "      <td>0.720930</td>\n",
       "      <td>1.026295</td>\n",
       "      <td>43</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup2-~jump2-~foot2-~isnew-minute-small_volume-yz0-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.717949</td>\n",
       "      <td>1.026377</td>\n",
       "      <td>39</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~jump2-~isnew-minute-small_volume-yz0-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.731707</td>\n",
       "      <td>1.026460</td>\n",
       "      <td>41</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~jump2-~foot2-~isnew-minute-small_volume-yz0-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.725000</td>\n",
       "      <td>1.026697</td>\n",
       "      <td>40</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-~jump1-~foot0-~foot1-small_capq-small_volume-~opentop1-top1-5</th>\n",
       "      <td>0.718750</td>\n",
       "      <td>1.026986</td>\n",
       "      <td>32</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~jump2-~isnew-minute-yz0-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.647059</td>\n",
       "      <td>1.027306</td>\n",
       "      <td>34</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~jump2-minute-yz0-~yz1-top1-opentop1-5</th>\n",
       "      <td>0.657143</td>\n",
       "      <td>1.027524</td>\n",
       "      <td>35</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-~jump1-speedup2-~foot0-small_capq-small_volume-~opentop1-top1-5</th>\n",
       "      <td>0.774194</td>\n",
       "      <td>1.027576</td>\n",
       "      <td>31</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-~jump1-speedup2-~foot0-~isnew-small_volume-~opentop1-top1-5</th>\n",
       "      <td>0.764706</td>\n",
       "      <td>1.027686</td>\n",
       "      <td>34</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-~jump1-~foot0-~foot1-~isnew-small_capq-small_volume-5</th>\n",
       "      <td>0.718750</td>\n",
       "      <td>1.027812</td>\n",
       "      <td>32</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-~jump1-speedup2-~foot0-small_volume-~opentop1-top1-5</th>\n",
       "      <td>0.771429</td>\n",
       "      <td>1.028067</td>\n",
       "      <td>35</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-~jump1-~foot1-~foot2-small_capq-small_volume-~opentop1-top1-5</th>\n",
       "      <td>0.709677</td>\n",
       "      <td>1.028192</td>\n",
       "      <td>31</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-~jump1-~foot0-~foot1-small_capq-small_volume-5</th>\n",
       "      <td>0.735294</td>\n",
       "      <td>1.028303</td>\n",
       "      <td>34</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speedup2-jump2-~yz0-top0-opentop0-~opentop1-top1-5</th>\n",
       "      <td>0.709677</td>\n",
       "      <td>1.029444</td>\n",
       "      <td>31</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speedup2-~yz0-top0-opentop0-~opentop1-top1-5</th>\n",
       "      <td>0.718750</td>\n",
       "      <td>1.029805</td>\n",
       "      <td>32</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump2-~foot1-small_volume-~yz0-top0-opentop0-5</th>\n",
       "      <td>0.741935</td>\n",
       "      <td>1.029902</td>\n",
       "      <td>31</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    win_ratio      mean  \\\n",
       "jump1-~foot2-~isnew-minute-small_volume-yz0-~yz...   0.685714  1.022814   \n",
       "~speedup1-~jump1-speedup2-~foot0-small_capq-min...   0.727273  1.022861   \n",
       "~opentop2-~speedup2-~jump2-foot0-small_capq-sma...   0.666667  1.022880   \n",
       "~speedup1-~speedup2-~jump2-~foot2-~isnew-minute...   0.708333  1.022931   \n",
       "~jump2-foot0-~foot2-~isnew-minute-~yz1-top1-ope...   0.666667  1.022959   \n",
       "jump1-~foot2-~isnew-small_capq-minute-yz0-~yz1-...   0.648649  1.022973   \n",
       "~speedup1-~jump2-foot0-~isnew-small_volume-~yz1...   0.697674  1.023001   \n",
       "~opentop2-~speedup2-~jump2-foot0-~foot2-small_c...   0.657895  1.023035   \n",
       "~speedup1-~jump2-~foot2-~isnew-minute-small_vol...   0.714286  1.023064   \n",
       "speedup2-jump2-~foot1-~yz0-top0-opentop0-5           0.677419  1.023087   \n",
       "~opentop2-~speedup1-~jump1-speedup2-~foot0-smal...   0.741935  1.023095   \n",
       "~speedup2-~jump2-foot0-~isnew-minute-small_volu...   0.697674  1.023192   \n",
       "~opentop2-jump1-~foot0-~foot1-~foot2-~yz1-top1-...   0.676471  1.023246   \n",
       "~speedup1-~jump1-jump2-~foot0-~isnew-small_volu...   0.709677  1.023274   \n",
       "~speedup2-~jump2-~isnew-minute-yz0-~yz1-top1-op...   0.666667  1.023386   \n",
       "~opentop2-jump1-~foot0-~foot1-~foot2-~isnew-~yz...   0.687500  1.023411   \n",
       "~speedup2-~jump2-foot0-~foot1-~foot2-~isnew-min...   0.700000  1.023501   \n",
       "~speedup2-~jump2-~foot2-~isnew-minute-yz0-~yz1-...   0.659574  1.023522   \n",
       "jump1-~jump2-foot0-~isnew-minute-~yz1-top1-open...   0.631579  1.023548   \n",
       "~jump2-foot0-~isnew-minute-small_volume-~yz1-to...   0.704545  1.023555   \n",
       "speedup2-~foot1-~yz0-top0-opentop0-5                 0.687500  1.023646   \n",
       "~speedup1-~jump1-speedup2-~foot0-~isnew-minute-...   0.722222  1.023658   \n",
       "~jump2-~isnew-minute-yz0-~yz1-top1-opentop1-5        0.673469  1.023708   \n",
       "~opentop2-~foot2-~isnew-small_volume-~yz1-top1-...   0.696429  1.023725   \n",
       "~opentop2-jump2-minute-~yz0-top0-opentop0-5          0.687500  1.023732   \n",
       "~speedup1-~jump1-jump2-~foot0-small_volume-5         0.718750  1.023828   \n",
       "jump1-~jump2-foot0-minute-~yz1-top1-opentop1-5       0.641026  1.023840   \n",
       "~jump2-~foot2-~isnew-minute-yz0-~yz1-top1-opent...   0.666667  1.023848   \n",
       "~opentop2-jump1-~foot0-~foot2-~yz1-top1-opentop1-5   0.685714  1.023869   \n",
       "~jump2-foot0-~foot1-~foot2-~isnew-minute-small_...   0.707317  1.023883   \n",
       "...                                                       ...       ...   \n",
       "speedup2-jump2-small_volume-~yz0-top0-opentop0-5     0.714286  1.025766   \n",
       "jump1-~jump2-foot0-~foot2-~isnew-minute-~yz1-to...   0.648649  1.025801   \n",
       "~opentop2-~speedup1-~jump1-~foot1-~foot2-~isnew...   0.707317  1.025814   \n",
       "~opentop2-~speedup1-~speedup2-~jump2-foot0-smal...   0.684211  1.025816   \n",
       "~opentop2-jump2-~foot0-minute-~yz0-top0-opentop0-5   0.709677  1.025843   \n",
       "~speedup1-~jump1-speedup2-~foot0-small_volume-5      0.750000  1.025860   \n",
       "jump2-~foot0-minute-~yz0-top0-opentop0-~opentop...   0.687500  1.026010   \n",
       "jump1-~jump2-foot0-~foot2-minute-~yz1-top1-open...   0.657895  1.026041   \n",
       "~opentop2-~speedup1-~speedup2-~jump2-foot0-~foo...   0.675676  1.026054   \n",
       "~opentop2-~speedup1-~jump1-~foot0-~foot1-small_...   0.727273  1.026058   \n",
       "speedup2-minute-small_volume-~yz0-top0-opentop0-5    0.714286  1.026062   \n",
       "~speedup2-~jump2-~isnew-minute-small_volume-yz0...   0.725000  1.026143   \n",
       "speedup2-small_volume-~yz0-top0-opentop0-5           0.722222  1.026189   \n",
       "~speedup1-~jump1-jump2-~foot0-small_volume-~ope...   0.741935  1.026254   \n",
       "~opentop2-~speedup1-~jump1-~foot1-~foot2-small_...   0.720930  1.026295   \n",
       "~speedup2-~jump2-~foot2-~isnew-minute-small_vol...   0.717949  1.026377   \n",
       "~jump2-~isnew-minute-small_volume-yz0-~yz1-top1...   0.731707  1.026460   \n",
       "~jump2-~foot2-~isnew-minute-small_volume-yz0-~y...   0.725000  1.026697   \n",
       "~opentop2-~speedup1-~jump1-~foot0-~foot1-small_...   0.718750  1.026986   \n",
       "jump1-~jump2-~isnew-minute-yz0-~yz1-top1-opento...   0.647059  1.027306   \n",
       "jump1-~jump2-minute-yz0-~yz1-top1-opentop1-5         0.657143  1.027524   \n",
       "~speedup1-~jump1-speedup2-~foot0-small_capq-sma...   0.774194  1.027576   \n",
       "~speedup1-~jump1-speedup2-~foot0-~isnew-small_v...   0.764706  1.027686   \n",
       "~opentop2-~speedup1-~jump1-~foot0-~foot1-~isnew...   0.718750  1.027812   \n",
       "~speedup1-~jump1-speedup2-~foot0-small_volume-~...   0.771429  1.028067   \n",
       "~opentop2-~speedup1-~jump1-~foot1-~foot2-small_...   0.709677  1.028192   \n",
       "~opentop2-~speedup1-~jump1-~foot0-~foot1-small_...   0.735294  1.028303   \n",
       "speedup2-jump2-~yz0-top0-opentop0-~opentop1-top1-5   0.709677  1.029444   \n",
       "speedup2-~yz0-top0-opentop0-~opentop1-top1-5         0.718750  1.029805   \n",
       "jump2-~foot1-small_volume-~yz0-top0-opentop0-5       0.741935  1.029902   \n",
       "\n",
       "                                                    count recent  \n",
       "jump1-~foot2-~isnew-minute-small_volume-yz0-~yz...     35      5  \n",
       "~speedup1-~jump1-speedup2-~foot0-small_capq-min...     33      5  \n",
       "~opentop2-~speedup2-~jump2-foot0-small_capq-sma...     39      5  \n",
       "~speedup1-~speedup2-~jump2-~foot2-~isnew-minute...     48      5  \n",
       "~jump2-foot0-~foot2-~isnew-minute-~yz1-top1-ope...     51      5  \n",
       "jump1-~foot2-~isnew-small_capq-minute-yz0-~yz1-...     37      5  \n",
       "~speedup1-~jump2-foot0-~isnew-small_volume-~yz1...     43      5  \n",
       "~opentop2-~speedup2-~jump2-foot0-~foot2-small_c...     38      5  \n",
       "~speedup1-~jump2-~foot2-~isnew-minute-small_vol...     49      5  \n",
       "speedup2-jump2-~foot1-~yz0-top0-opentop0-5             31      5  \n",
       "~opentop2-~speedup1-~jump1-speedup2-~foot0-smal...     31      5  \n",
       "~speedup2-~jump2-foot0-~isnew-minute-small_volu...     43      5  \n",
       "~opentop2-jump1-~foot0-~foot1-~foot2-~yz1-top1-...     34      5  \n",
       "~speedup1-~jump1-jump2-~foot0-~isnew-small_volu...     31      5  \n",
       "~speedup2-~jump2-~isnew-minute-yz0-~yz1-top1-op...     48      5  \n",
       "~opentop2-jump1-~foot0-~foot1-~foot2-~isnew-~yz...     32      5  \n",
       "~speedup2-~jump2-foot0-~foot1-~foot2-~isnew-min...     40      5  \n",
       "~speedup2-~jump2-~foot2-~isnew-minute-yz0-~yz1-...     47      5  \n",
       "jump1-~jump2-foot0-~isnew-minute-~yz1-top1-open...     38      5  \n",
       "~jump2-foot0-~isnew-minute-small_volume-~yz1-to...     44      5  \n",
       "speedup2-~foot1-~yz0-top0-opentop0-5                   32      5  \n",
       "~speedup1-~jump1-speedup2-~foot0-~isnew-minute-...     36      5  \n",
       "~jump2-~isnew-minute-yz0-~yz1-top1-opentop1-5          49      5  \n",
       "~opentop2-~foot2-~isnew-small_volume-~yz1-top1-...     56      5  \n",
       "~opentop2-jump2-minute-~yz0-top0-opentop0-5            32      5  \n",
       "~speedup1-~jump1-jump2-~foot0-small_volume-5           32      5  \n",
       "jump1-~jump2-foot0-minute-~yz1-top1-opentop1-5         39      5  \n",
       "~jump2-~foot2-~isnew-minute-yz0-~yz1-top1-opent...     48      5  \n",
       "~opentop2-jump1-~foot0-~foot2-~yz1-top1-opentop1-5     35      5  \n",
       "~jump2-foot0-~foot1-~foot2-~isnew-minute-small_...     41      5  \n",
       "...                                                   ...    ...  \n",
       "speedup2-jump2-small_volume-~yz0-top0-opentop0-5       35      5  \n",
       "jump1-~jump2-foot0-~foot2-~isnew-minute-~yz1-to...     37      5  \n",
       "~opentop2-~speedup1-~jump1-~foot1-~foot2-~isnew...     41      5  \n",
       "~opentop2-~speedup1-~speedup2-~jump2-foot0-smal...     38      5  \n",
       "~opentop2-jump2-~foot0-minute-~yz0-top0-opentop0-5     31      5  \n",
       "~speedup1-~jump1-speedup2-~foot0-small_volume-5        36      5  \n",
       "jump2-~foot0-minute-~yz0-top0-opentop0-~opentop...     32      5  \n",
       "jump1-~jump2-foot0-~foot2-minute-~yz1-top1-open...     38      5  \n",
       "~opentop2-~speedup1-~speedup2-~jump2-foot0-~foo...     37      5  \n",
       "~opentop2-~speedup1-~jump1-~foot0-~foot1-small_...     33      5  \n",
       "speedup2-minute-small_volume-~yz0-top0-opentop0-5      35      5  \n",
       "~speedup2-~jump2-~isnew-minute-small_volume-yz0...     40      5  \n",
       "speedup2-small_volume-~yz0-top0-opentop0-5             36      5  \n",
       "~speedup1-~jump1-jump2-~foot0-small_volume-~ope...     31      5  \n",
       "~opentop2-~speedup1-~jump1-~foot1-~foot2-small_...     43      5  \n",
       "~speedup2-~jump2-~foot2-~isnew-minute-small_vol...     39      5  \n",
       "~jump2-~isnew-minute-small_volume-yz0-~yz1-top1...     41      5  \n",
       "~jump2-~foot2-~isnew-minute-small_volume-yz0-~y...     40      5  \n",
       "~opentop2-~speedup1-~jump1-~foot0-~foot1-small_...     32      5  \n",
       "jump1-~jump2-~isnew-minute-yz0-~yz1-top1-opento...     34      5  \n",
       "jump1-~jump2-minute-yz0-~yz1-top1-opentop1-5           35      5  \n",
       "~speedup1-~jump1-speedup2-~foot0-small_capq-sma...     31      5  \n",
       "~speedup1-~jump1-speedup2-~foot0-~isnew-small_v...     34      5  \n",
       "~opentop2-~speedup1-~jump1-~foot0-~foot1-~isnew...     32      5  \n",
       "~speedup1-~jump1-speedup2-~foot0-small_volume-~...     35      5  \n",
       "~opentop2-~speedup1-~jump1-~foot1-~foot2-small_...     31      5  \n",
       "~opentop2-~speedup1-~jump1-~foot0-~foot1-small_...     34      5  \n",
       "speedup2-jump2-~yz0-top0-opentop0-~opentop1-top1-5     31      5  \n",
       "speedup2-~yz0-top0-opentop0-~opentop1-top1-5           32      5  \n",
       "jump2-~foot1-small_volume-~yz0-top0-opentop0-5         31      5  \n",
       "\n",
       "[100 rows x 4 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sub_df[sub_df[\"recent\"] == \"5\"].tail(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>win_ratio</th>\n",
       "      <th>mean</th>\n",
       "      <th>count</th>\n",
       "      <th>recent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-jump1-~speedup2-~jump2-foot0-~foot1-~foot2-~isnew-small_capq-minute-small_volume-4</th>\n",
       "      <td>0.769231</td>\n",
       "      <td>1.032078</td>\n",
       "      <td>39</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-jump2-small_capq-small_volume-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.764706</td>\n",
       "      <td>1.032090</td>\n",
       "      <td>34</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-speedup1-~speedup2-jump2-~foot0-small_capq-small_volume-4</th>\n",
       "      <td>0.657143</td>\n",
       "      <td>1.032094</td>\n",
       "      <td>35</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-~foot2-~isnew-~small_capq-minute-small_volume-~opentop1-top1-4</th>\n",
       "      <td>0.694444</td>\n",
       "      <td>1.032097</td>\n",
       "      <td>36</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-jump1-~speedup2-small_capq-minute-small_volume-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.840909</td>\n",
       "      <td>1.032098</td>\n",
       "      <td>44</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-jump1-~speedup2-~jump2-foot0-~foot1-~isnew-small_capq-minute-small_volume-4</th>\n",
       "      <td>0.775000</td>\n",
       "      <td>1.032113</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~foot1-small_volume-yz0-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.818182</td>\n",
       "      <td>1.032138</td>\n",
       "      <td>44</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-jump1-~speedup2-~jump2-foot0-~foot1-~foot2-minute-small_volume-4</th>\n",
       "      <td>0.777778</td>\n",
       "      <td>1.032138</td>\n",
       "      <td>45</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-~foot2-small_capq-minute-small_volume-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.784314</td>\n",
       "      <td>1.032159</td>\n",
       "      <td>51</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-jump1-~jump2-foot0-~foot1-minute-small_volume-4</th>\n",
       "      <td>0.775510</td>\n",
       "      <td>1.032165</td>\n",
       "      <td>49</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~foot1-minute-small_volume-yz0-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.840000</td>\n",
       "      <td>1.032221</td>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-jump2-small_capq-minute-small_volume-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.757576</td>\n",
       "      <td>1.032270</td>\n",
       "      <td>33</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-~foot2-~isnew-~small_capq-small_volume-~opentop1-top1-4</th>\n",
       "      <td>0.709677</td>\n",
       "      <td>1.032278</td>\n",
       "      <td>31</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump2-~foot1-small_capq-small_volume-yz0-4</th>\n",
       "      <td>0.763158</td>\n",
       "      <td>1.032335</td>\n",
       "      <td>38</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~speedup2-~foot1-~isnew-minute-small_volume-yz0-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.875000</td>\n",
       "      <td>1.032377</td>\n",
       "      <td>32</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-jump1-~speedup2-~foot0-~isnew-minute-small_volume-~opentop0-top0-4</th>\n",
       "      <td>0.714286</td>\n",
       "      <td>1.032402</td>\n",
       "      <td>42</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~speedup2-foot1-minute-small_volume-~opentop0-top0-~opentop1-top1-4</th>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.032414</td>\n",
       "      <td>39</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-jump1-~speedup2-foot0-minute-small_volume-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.857143</td>\n",
       "      <td>1.032424</td>\n",
       "      <td>42</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-minute-small_volume-yz0-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.843137</td>\n",
       "      <td>1.032475</td>\n",
       "      <td>51</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-~foot1-~foot2-~small_capq-small_volume-~opentop1-top1-4</th>\n",
       "      <td>0.709677</td>\n",
       "      <td>1.032532</td>\n",
       "      <td>31</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-jump1-~jump2-foot0-~foot1-~foot2-minute-small_volume-4</th>\n",
       "      <td>0.782609</td>\n",
       "      <td>1.032534</td>\n",
       "      <td>46</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-jump1-~jump2-foot0-~foot1-~foot2-~isnew-small_capq-minute-small_volume-4</th>\n",
       "      <td>0.775000</td>\n",
       "      <td>1.032534</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-jump2-~foot1-minute-yz0-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.774194</td>\n",
       "      <td>1.032554</td>\n",
       "      <td>31</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-jump1-~jump2-foot0-~foot1-~isnew-small_capq-minute-small_volume-4</th>\n",
       "      <td>0.780488</td>\n",
       "      <td>1.032557</td>\n",
       "      <td>41</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-jump1-foot0-~foot1-minute-small_volume-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.820000</td>\n",
       "      <td>1.032649</td>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~speedup2-foot1-small_volume-~opentop0-top0-~opentop1-top1-4</th>\n",
       "      <td>0.675000</td>\n",
       "      <td>1.032697</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~speedup2-foot1-~foot2-small_volume-~opentop0-top0-~opentop1-top1-4</th>\n",
       "      <td>0.675676</td>\n",
       "      <td>1.032708</td>\n",
       "      <td>37</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump2-~foot0-minute-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.709677</td>\n",
       "      <td>1.032712</td>\n",
       "      <td>31</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~speedup2-~foot0-foot1-small_volume-~opentop0-top0-4</th>\n",
       "      <td>0.631579</td>\n",
       "      <td>1.032718</td>\n",
       "      <td>38</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~speedup2-~foot1-minute-small_volume-yz0-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.846154</td>\n",
       "      <td>1.032756</td>\n",
       "      <td>39</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup2-jump2-~foot0-~foot2-small_capq-small_volume-4</th>\n",
       "      <td>0.694444</td>\n",
       "      <td>1.033893</td>\n",
       "      <td>36</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-~foot1-~foot2-~small_capq-minute-~opentop1-top1-4</th>\n",
       "      <td>0.777778</td>\n",
       "      <td>1.034000</td>\n",
       "      <td>45</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-jump1-~foot1-minute-small_volume-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.819672</td>\n",
       "      <td>1.034089</td>\n",
       "      <td>61</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~foot1-~foot2-minute-small_volume-yz0-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.848485</td>\n",
       "      <td>1.034143</td>\n",
       "      <td>33</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-jump1-~jump2-minute-small_volume-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.875000</td>\n",
       "      <td>1.034230</td>\n",
       "      <td>32</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-jump1-minute-small_volume-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.822581</td>\n",
       "      <td>1.034267</td>\n",
       "      <td>62</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup1-jump1-~jump2-~isnew-minute-small_volume-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.870968</td>\n",
       "      <td>1.034268</td>\n",
       "      <td>31</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~isnew-minute-small_volume-yz0-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.871795</td>\n",
       "      <td>1.034446</td>\n",
       "      <td>39</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~foot2-minute-small_volume-yz0-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.852941</td>\n",
       "      <td>1.034468</td>\n",
       "      <td>34</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~foot1-minute-small_volume-yz0-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.844444</td>\n",
       "      <td>1.034799</td>\n",
       "      <td>45</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-minute-small_volume-yz0-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.847826</td>\n",
       "      <td>1.035025</td>\n",
       "      <td>46</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-~foot0-~foot2-~small_capq-small_volume-4</th>\n",
       "      <td>0.742857</td>\n",
       "      <td>1.035270</td>\n",
       "      <td>35</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-speedup1-~speedup2-~foot0-foot1-small_volume-~opentop0-top0-4</th>\n",
       "      <td>0.625000</td>\n",
       "      <td>1.035411</td>\n",
       "      <td>32</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~foot1-~foot2-minute-small_volume-yz0-4</th>\n",
       "      <td>0.812500</td>\n",
       "      <td>1.035552</td>\n",
       "      <td>48</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~foot1-~foot2-small_capq-minute-small_volume-yz0-4</th>\n",
       "      <td>0.800000</td>\n",
       "      <td>1.035664</td>\n",
       "      <td>45</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~speedup2-~foot0-foot1-small_volume-~opentop0-top0-~opentop1-top1-4</th>\n",
       "      <td>0.625000</td>\n",
       "      <td>1.035665</td>\n",
       "      <td>32</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~foot1-small_capq-minute-small_volume-yz0-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.853659</td>\n",
       "      <td>1.035851</td>\n",
       "      <td>41</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~speedup2-jump2-~foot0-~foot2-small_capq-small_volume-~opentop0-top0-4</th>\n",
       "      <td>0.687500</td>\n",
       "      <td>1.035951</td>\n",
       "      <td>32</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-small_capq-minute-small_volume-yz0-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.857143</td>\n",
       "      <td>1.036073</td>\n",
       "      <td>42</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-~foot0-~foot1-~foot2-~small_capq-small_volume-~opentop1-top1-4</th>\n",
       "      <td>0.709677</td>\n",
       "      <td>1.036269</td>\n",
       "      <td>31</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~foot1-small_capq-minute-small_volume-yz0-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.864865</td>\n",
       "      <td>1.036949</td>\n",
       "      <td>37</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-small_capq-minute-small_volume-yz0-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.868421</td>\n",
       "      <td>1.037165</td>\n",
       "      <td>38</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~foot1-~foot2-small_capq-minute-small_volume-yz0-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.870968</td>\n",
       "      <td>1.037383</td>\n",
       "      <td>31</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~foot2-small_capq-minute-small_volume-yz0-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.875000</td>\n",
       "      <td>1.037626</td>\n",
       "      <td>32</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-~foot0-~foot1-~foot2-~small_capq-small_volume-4</th>\n",
       "      <td>0.757576</td>\n",
       "      <td>1.037806</td>\n",
       "      <td>33</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-~foot0-~foot2-~isnew-~small_capq-small_volume-~opentop1-top1-4</th>\n",
       "      <td>0.718750</td>\n",
       "      <td>1.038017</td>\n",
       "      <td>32</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~foot1-minute-small_volume-yz0-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.875000</td>\n",
       "      <td>1.038420</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump2-~foot2-small_volume-yz0-4</th>\n",
       "      <td>0.812500</td>\n",
       "      <td>1.039062</td>\n",
       "      <td>32</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-minute-small_volume-yz0-~yz1-top1-opentop1-4</th>\n",
       "      <td>0.878049</td>\n",
       "      <td>1.039178</td>\n",
       "      <td>41</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~speedup1-~foot0-~foot2-~isnew-~small_capq-small_volume-4</th>\n",
       "      <td>0.764706</td>\n",
       "      <td>1.039406</td>\n",
       "      <td>34</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    win_ratio      mean  \\\n",
       "~opentop2-~speedup1-jump1-~speedup2-~jump2-foot...   0.769231  1.032078   \n",
       "~opentop2-~speedup1-jump2-small_capq-small_volu...   0.764706  1.032090   \n",
       "~opentop2-speedup1-~speedup2-jump2-~foot0-small...   0.657143  1.032094   \n",
       "~speedup1-~foot2-~isnew-~small_capq-minute-smal...   0.694444  1.032097   \n",
       "~opentop2-~speedup1-jump1-~speedup2-small_capq-...   0.840909  1.032098   \n",
       "~opentop2-~speedup1-jump1-~speedup2-~jump2-foot...   0.775000  1.032113   \n",
       "~opentop2-jump1-~foot1-small_volume-yz0-~yz1-to...   0.818182  1.032138   \n",
       "~opentop2-~speedup1-jump1-~speedup2-~jump2-foot...   0.777778  1.032138   \n",
       "~opentop2-~speedup1-~foot2-small_capq-minute-sm...   0.784314  1.032159   \n",
       "~opentop2-~speedup1-jump1-~jump2-foot0-~foot1-m...   0.775510  1.032165   \n",
       "jump1-~foot1-minute-small_volume-yz0-~yz1-top1-...   0.840000  1.032221   \n",
       "~opentop2-~speedup1-jump2-small_capq-minute-sma...   0.757576  1.032270   \n",
       "~opentop2-~speedup1-~foot2-~isnew-~small_capq-s...   0.709677  1.032278   \n",
       "~opentop2-jump2-~foot1-small_capq-small_volume-...   0.763158  1.032335   \n",
       "~opentop2-jump1-~speedup2-~foot1-~isnew-minute-...   0.875000  1.032377   \n",
       "~speedup1-jump1-~speedup2-~foot0-~isnew-minute-...   0.714286  1.032402   \n",
       "~opentop2-jump1-~speedup2-foot1-minute-small_vo...   0.666667  1.032414   \n",
       "~opentop2-~speedup1-jump1-~speedup2-foot0-minut...   0.857143  1.032424   \n",
       "jump1-minute-small_volume-yz0-~yz1-top1-opentop1-4   0.843137  1.032475   \n",
       "~opentop2-~speedup1-~foot1-~foot2-~small_capq-s...   0.709677  1.032532   \n",
       "~opentop2-~speedup1-jump1-~jump2-foot0-~foot1-~...   0.782609  1.032534   \n",
       "~opentop2-~speedup1-jump1-~jump2-foot0-~foot1-~...   0.775000  1.032534   \n",
       "~opentop2-jump1-jump2-~foot1-minute-yz0-~yz1-to...   0.774194  1.032554   \n",
       "~opentop2-~speedup1-jump1-~jump2-foot0-~foot1-~...   0.780488  1.032557   \n",
       "~opentop2-~speedup1-jump1-foot0-~foot1-minute-s...   0.820000  1.032649   \n",
       "~opentop2-jump1-~speedup2-foot1-small_volume-~o...   0.675000  1.032697   \n",
       "~opentop2-jump1-~speedup2-foot1-~foot2-small_vo...   0.675676  1.032708   \n",
       "~opentop2-jump2-~foot0-minute-~yz1-top1-opentop1-4   0.709677  1.032712   \n",
       "~opentop2-jump1-~speedup2-~foot0-foot1-small_vo...   0.631579  1.032718   \n",
       "jump1-~speedup2-~foot1-minute-small_volume-yz0-...   0.846154  1.032756   \n",
       "...                                                       ...       ...   \n",
       "~opentop2-~speedup2-jump2-~foot0-~foot2-small_c...   0.694444  1.033893   \n",
       "~opentop2-~speedup1-~foot1-~foot2-~small_capq-m...   0.777778  1.034000   \n",
       "~opentop2-~speedup1-jump1-~foot1-minute-small_v...   0.819672  1.034089   \n",
       "~opentop2-~foot1-~foot2-minute-small_volume-yz0...   0.848485  1.034143   \n",
       "~opentop2-~speedup1-jump1-~jump2-minute-small_v...   0.875000  1.034230   \n",
       "~opentop2-~speedup1-jump1-minute-small_volume-~...   0.822581  1.034267   \n",
       "~opentop2-~speedup1-jump1-~jump2-~isnew-minute-...   0.870968  1.034268   \n",
       "~opentop2-jump1-~isnew-minute-small_volume-yz0-...   0.871795  1.034446   \n",
       "~opentop2-~foot2-minute-small_volume-yz0-~yz1-t...   0.852941  1.034468   \n",
       "~opentop2-~foot1-minute-small_volume-yz0-~yz1-t...   0.844444  1.034799   \n",
       "~opentop2-minute-small_volume-yz0-~yz1-top1-ope...   0.847826  1.035025   \n",
       "~speedup1-~foot0-~foot2-~small_capq-small_volume-4   0.742857  1.035270   \n",
       "~opentop2-speedup1-~speedup2-~foot0-foot1-small...   0.625000  1.035411   \n",
       "~opentop2-jump1-~foot1-~foot2-minute-small_volu...   0.812500  1.035552   \n",
       "~opentop2-jump1-~foot1-~foot2-small_capq-minute...   0.800000  1.035664   \n",
       "~opentop2-jump1-~speedup2-~foot0-foot1-small_vo...   0.625000  1.035665   \n",
       "~opentop2-~foot1-small_capq-minute-small_volume...   0.853659  1.035851   \n",
       "~opentop2-~speedup2-jump2-~foot0-~foot2-small_c...   0.687500  1.035951   \n",
       "~opentop2-small_capq-minute-small_volume-yz0-~y...   0.857143  1.036073   \n",
       "~speedup1-~foot0-~foot1-~foot2-~small_capq-smal...   0.709677  1.036269   \n",
       "~opentop2-jump1-~foot1-small_capq-minute-small_...   0.864865  1.036949   \n",
       "~opentop2-jump1-small_capq-minute-small_volume-...   0.868421  1.037165   \n",
       "~opentop2-~foot1-~foot2-small_capq-minute-small...   0.870968  1.037383   \n",
       "~opentop2-~foot2-small_capq-minute-small_volume...   0.875000  1.037626   \n",
       "~speedup1-~foot0-~foot1-~foot2-~small_capq-smal...   0.757576  1.037806   \n",
       "~speedup1-~foot0-~foot2-~isnew-~small_capq-smal...   0.718750  1.038017   \n",
       "~opentop2-jump1-~foot1-minute-small_volume-yz0-...   0.875000  1.038420   \n",
       "~opentop2-jump2-~foot2-small_volume-yz0-4            0.812500  1.039062   \n",
       "~opentop2-jump1-minute-small_volume-yz0-~yz1-to...   0.878049  1.039178   \n",
       "~speedup1-~foot0-~foot2-~isnew-~small_capq-smal...   0.764706  1.039406   \n",
       "\n",
       "                                                    count recent  \n",
       "~opentop2-~speedup1-jump1-~speedup2-~jump2-foot...     39      4  \n",
       "~opentop2-~speedup1-jump2-small_capq-small_volu...     34      4  \n",
       "~opentop2-speedup1-~speedup2-jump2-~foot0-small...     35      4  \n",
       "~speedup1-~foot2-~isnew-~small_capq-minute-smal...     36      4  \n",
       "~opentop2-~speedup1-jump1-~speedup2-small_capq-...     44      4  \n",
       "~opentop2-~speedup1-jump1-~speedup2-~jump2-foot...     40      4  \n",
       "~opentop2-jump1-~foot1-small_volume-yz0-~yz1-to...     44      4  \n",
       "~opentop2-~speedup1-jump1-~speedup2-~jump2-foot...     45      4  \n",
       "~opentop2-~speedup1-~foot2-small_capq-minute-sm...     51      4  \n",
       "~opentop2-~speedup1-jump1-~jump2-foot0-~foot1-m...     49      4  \n",
       "jump1-~foot1-minute-small_volume-yz0-~yz1-top1-...     50      4  \n",
       "~opentop2-~speedup1-jump2-small_capq-minute-sma...     33      4  \n",
       "~opentop2-~speedup1-~foot2-~isnew-~small_capq-s...     31      4  \n",
       "~opentop2-jump2-~foot1-small_capq-small_volume-...     38      4  \n",
       "~opentop2-jump1-~speedup2-~foot1-~isnew-minute-...     32      4  \n",
       "~speedup1-jump1-~speedup2-~foot0-~isnew-minute-...     42      4  \n",
       "~opentop2-jump1-~speedup2-foot1-minute-small_vo...     39      4  \n",
       "~opentop2-~speedup1-jump1-~speedup2-foot0-minut...     42      4  \n",
       "jump1-minute-small_volume-yz0-~yz1-top1-opentop1-4     51      4  \n",
       "~opentop2-~speedup1-~foot1-~foot2-~small_capq-s...     31      4  \n",
       "~opentop2-~speedup1-jump1-~jump2-foot0-~foot1-~...     46      4  \n",
       "~opentop2-~speedup1-jump1-~jump2-foot0-~foot1-~...     40      4  \n",
       "~opentop2-jump1-jump2-~foot1-minute-yz0-~yz1-to...     31      4  \n",
       "~opentop2-~speedup1-jump1-~jump2-foot0-~foot1-~...     41      4  \n",
       "~opentop2-~speedup1-jump1-foot0-~foot1-minute-s...     50      4  \n",
       "~opentop2-jump1-~speedup2-foot1-small_volume-~o...     40      4  \n",
       "~opentop2-jump1-~speedup2-foot1-~foot2-small_vo...     37      4  \n",
       "~opentop2-jump2-~foot0-minute-~yz1-top1-opentop1-4     31      4  \n",
       "~opentop2-jump1-~speedup2-~foot0-foot1-small_vo...     38      4  \n",
       "jump1-~speedup2-~foot1-minute-small_volume-yz0-...     39      4  \n",
       "...                                                   ...    ...  \n",
       "~opentop2-~speedup2-jump2-~foot0-~foot2-small_c...     36      4  \n",
       "~opentop2-~speedup1-~foot1-~foot2-~small_capq-m...     45      4  \n",
       "~opentop2-~speedup1-jump1-~foot1-minute-small_v...     61      4  \n",
       "~opentop2-~foot1-~foot2-minute-small_volume-yz0...     33      4  \n",
       "~opentop2-~speedup1-jump1-~jump2-minute-small_v...     32      4  \n",
       "~opentop2-~speedup1-jump1-minute-small_volume-~...     62      4  \n",
       "~opentop2-~speedup1-jump1-~jump2-~isnew-minute-...     31      4  \n",
       "~opentop2-jump1-~isnew-minute-small_volume-yz0-...     39      4  \n",
       "~opentop2-~foot2-minute-small_volume-yz0-~yz1-t...     34      4  \n",
       "~opentop2-~foot1-minute-small_volume-yz0-~yz1-t...     45      4  \n",
       "~opentop2-minute-small_volume-yz0-~yz1-top1-ope...     46      4  \n",
       "~speedup1-~foot0-~foot2-~small_capq-small_volume-4     35      4  \n",
       "~opentop2-speedup1-~speedup2-~foot0-foot1-small...     32      4  \n",
       "~opentop2-jump1-~foot1-~foot2-minute-small_volu...     48      4  \n",
       "~opentop2-jump1-~foot1-~foot2-small_capq-minute...     45      4  \n",
       "~opentop2-jump1-~speedup2-~foot0-foot1-small_vo...     32      4  \n",
       "~opentop2-~foot1-small_capq-minute-small_volume...     41      4  \n",
       "~opentop2-~speedup2-jump2-~foot0-~foot2-small_c...     32      4  \n",
       "~opentop2-small_capq-minute-small_volume-yz0-~y...     42      4  \n",
       "~speedup1-~foot0-~foot1-~foot2-~small_capq-smal...     31      4  \n",
       "~opentop2-jump1-~foot1-small_capq-minute-small_...     37      4  \n",
       "~opentop2-jump1-small_capq-minute-small_volume-...     38      4  \n",
       "~opentop2-~foot1-~foot2-small_capq-minute-small...     31      4  \n",
       "~opentop2-~foot2-small_capq-minute-small_volume...     32      4  \n",
       "~speedup1-~foot0-~foot1-~foot2-~small_capq-smal...     33      4  \n",
       "~speedup1-~foot0-~foot2-~isnew-~small_capq-smal...     32      4  \n",
       "~opentop2-jump1-~foot1-minute-small_volume-yz0-...     40      4  \n",
       "~opentop2-jump2-~foot2-small_volume-yz0-4              32      4  \n",
       "~opentop2-jump1-minute-small_volume-yz0-~yz1-to...     41      4  \n",
       "~speedup1-~foot0-~foot2-~isnew-~small_capq-smal...     34      4  \n",
       "\n",
       "[100 rows x 4 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sub_df[sub_df[\"recent\"] == \"4\"].tail(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>win_ratio</th>\n",
       "      <th>mean</th>\n",
       "      <th>count</th>\n",
       "      <th>recent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-jump2-~foot1-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.694444</td>\n",
       "      <td>1.038929</td>\n",
       "      <td>36</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~speedup2-~foot1-small_capq-minute-small_volume-yz0-3</th>\n",
       "      <td>0.707317</td>\n",
       "      <td>1.039077</td>\n",
       "      <td>41</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-jump2-~foot1-minute-small_volume-yz0-3</th>\n",
       "      <td>0.702703</td>\n",
       "      <td>1.039190</td>\n",
       "      <td>37</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~jump2-~foot1-minute-small_volume-yz0-3</th>\n",
       "      <td>0.709677</td>\n",
       "      <td>1.039341</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump2-~foot1-small_volume-yz0-3</th>\n",
       "      <td>0.717949</td>\n",
       "      <td>1.039355</td>\n",
       "      <td>39</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump2-~foot1-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.692308</td>\n",
       "      <td>1.039820</td>\n",
       "      <td>39</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~jump2-~foot1-~foot2-small_volume-yz0-3</th>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.040003</td>\n",
       "      <td>33</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~foot1-small_capq-minute-small_volume-yz0-3</th>\n",
       "      <td>0.698113</td>\n",
       "      <td>1.040010</td>\n",
       "      <td>53</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-jump2-~foot1-small_volume-yz0-3</th>\n",
       "      <td>0.725000</td>\n",
       "      <td>1.040056</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~foot1-minute-small_volume-yz0-3</th>\n",
       "      <td>0.710145</td>\n",
       "      <td>1.040093</td>\n",
       "      <td>69</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-jump2-~foot1-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.702703</td>\n",
       "      <td>1.040119</td>\n",
       "      <td>37</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~foot1-~foot2-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.741935</td>\n",
       "      <td>1.040182</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.702703</td>\n",
       "      <td>1.040254</td>\n",
       "      <td>37</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump2-~foot1-minute-small_volume-yz0-3</th>\n",
       "      <td>0.710526</td>\n",
       "      <td>1.040293</td>\n",
       "      <td>38</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-jump2-~foot1-minute-small_volume-yz0-3</th>\n",
       "      <td>0.717949</td>\n",
       "      <td>1.040987</td>\n",
       "      <td>39</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump2-~foot1-small_volume-yz0-3</th>\n",
       "      <td>0.731707</td>\n",
       "      <td>1.041057</td>\n",
       "      <td>41</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.694444</td>\n",
       "      <td>1.041268</td>\n",
       "      <td>36</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~isnew-small_capq-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.741935</td>\n",
       "      <td>1.041482</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump2-~foot1-minute-small_volume-yz0-3</th>\n",
       "      <td>0.725000</td>\n",
       "      <td>1.041990</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~isnew-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.744186</td>\n",
       "      <td>1.042621</td>\n",
       "      <td>43</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump2-minute-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.696970</td>\n",
       "      <td>1.042779</td>\n",
       "      <td>33</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-jump2-minute-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.709677</td>\n",
       "      <td>1.043326</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~isnew-minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.738095</td>\n",
       "      <td>1.043547</td>\n",
       "      <td>42</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump2-minute-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.705882</td>\n",
       "      <td>1.043961</td>\n",
       "      <td>34</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~foot1-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.722222</td>\n",
       "      <td>1.044194</td>\n",
       "      <td>36</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-jump2-minute-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.718750</td>\n",
       "      <td>1.044565</td>\n",
       "      <td>32</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-~foot1-minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.714286</td>\n",
       "      <td>1.045350</td>\n",
       "      <td>35</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~foot1-~isnew-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.761905</td>\n",
       "      <td>1.046054</td>\n",
       "      <td>42</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.750000</td>\n",
       "      <td>1.046370</td>\n",
       "      <td>44</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>small_capq-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.750000</td>\n",
       "      <td>1.046672</td>\n",
       "      <td>32</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.757576</td>\n",
       "      <td>1.046969</td>\n",
       "      <td>33</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~foot1-~isnew-minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.756098</td>\n",
       "      <td>1.047087</td>\n",
       "      <td>41</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.744186</td>\n",
       "      <td>1.047362</td>\n",
       "      <td>43</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>small_capq-minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.741935</td>\n",
       "      <td>1.048058</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.750000</td>\n",
       "      <td>1.048320</td>\n",
       "      <td>32</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump2-~foot1-minute-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.709677</td>\n",
       "      <td>1.048425</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~isnew-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.783784</td>\n",
       "      <td>1.048611</td>\n",
       "      <td>37</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump2-~foot1-minute-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.718750</td>\n",
       "      <td>1.049505</td>\n",
       "      <td>32</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~foot1-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.767442</td>\n",
       "      <td>1.049811</td>\n",
       "      <td>43</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~isnew-minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.777778</td>\n",
       "      <td>1.049858</td>\n",
       "      <td>36</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~foot1-minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.761905</td>\n",
       "      <td>1.050908</td>\n",
       "      <td>42</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~foot1-small_capq-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.774194</td>\n",
       "      <td>1.051455</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~foot1-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.781250</td>\n",
       "      <td>1.051611</td>\n",
       "      <td>32</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~foot1-~isnew-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.805556</td>\n",
       "      <td>1.052783</td>\n",
       "      <td>36</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.789474</td>\n",
       "      <td>1.052795</td>\n",
       "      <td>38</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>~opentop2-jump1-~foot1-minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.774194</td>\n",
       "      <td>1.053155</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.783784</td>\n",
       "      <td>1.054121</td>\n",
       "      <td>37</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~foot1-~isnew-minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.800000</td>\n",
       "      <td>1.054185</td>\n",
       "      <td>35</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~foot1-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.810811</td>\n",
       "      <td>1.056967</td>\n",
       "      <td>37</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jump1-~foot1-minute-small_volume-yz0-~opentop1-top1-3</th>\n",
       "      <td>0.805556</td>\n",
       "      <td>1.058446</td>\n",
       "      <td>36</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    win_ratio      mean  \\\n",
       "~opentop2-jump1-jump2-~foot1-yz0-~opentop1-top1-3    0.694444  1.038929   \n",
       "jump1-~speedup2-~foot1-small_capq-minute-small_...   0.707317  1.039077   \n",
       "~opentop2-jump1-jump2-~foot1-minute-small_volum...   0.702703  1.039190   \n",
       "jump1-~jump2-~foot1-minute-small_volume-yz0-3        0.709677  1.039341   \n",
       "~opentop2-jump2-~foot1-small_volume-yz0-3            0.717949  1.039355   \n",
       "jump2-~foot1-yz0-~opentop1-top1-3                    0.692308  1.039820   \n",
       "jump1-~jump2-~foot1-~foot2-small_volume-yz0-3        0.666667  1.040003   \n",
       "jump1-~foot1-small_capq-minute-small_volume-yz0-3    0.698113  1.040010   \n",
       "jump1-jump2-~foot1-small_volume-yz0-3                0.725000  1.040056   \n",
       "jump1-~foot1-minute-small_volume-yz0-3               0.710145  1.040093   \n",
       "jump1-jump2-~foot1-yz0-~opentop1-top1-3              0.702703  1.040119   \n",
       "~foot1-~foot2-small_volume-yz0-~opentop1-top1-3      0.741935  1.040182   \n",
       "~opentop2-small_volume-yz0-~opentop1-top1-3          0.702703  1.040254   \n",
       "~opentop2-jump2-~foot1-minute-small_volume-yz0-3     0.710526  1.040293   \n",
       "jump1-jump2-~foot1-minute-small_volume-yz0-3         0.717949  1.040987   \n",
       "jump2-~foot1-small_volume-yz0-3                      0.731707  1.041057   \n",
       "~opentop2-minute-small_volume-yz0-~opentop1-top1-3   0.694444  1.041268   \n",
       "~isnew-small_capq-small_volume-yz0-~opentop1-to...   0.741935  1.041482   \n",
       "jump2-~foot1-minute-small_volume-yz0-3               0.725000  1.041990   \n",
       "~isnew-small_volume-yz0-~opentop1-top1-3             0.744186  1.042621   \n",
       "~opentop2-jump2-minute-yz0-~opentop1-top1-3          0.696970  1.042779   \n",
       "~opentop2-jump1-jump2-minute-yz0-~opentop1-top1-3    0.709677  1.043326   \n",
       "~isnew-minute-small_volume-yz0-~opentop1-top1-3      0.738095  1.043547   \n",
       "jump2-minute-yz0-~opentop1-top1-3                    0.705882  1.043961   \n",
       "~opentop2-~foot1-small_volume-yz0-~opentop1-top1-3   0.722222  1.044194   \n",
       "jump1-jump2-minute-yz0-~opentop1-top1-3              0.718750  1.044565   \n",
       "~opentop2-~foot1-minute-small_volume-yz0-~opent...   0.714286  1.045350   \n",
       "~foot1-~isnew-small_volume-yz0-~opentop1-top1-3      0.761905  1.046054   \n",
       "small_volume-yz0-~opentop1-top1-3                    0.750000  1.046370   \n",
       "small_capq-small_volume-yz0-~opentop1-top1-3         0.750000  1.046672   \n",
       "~opentop2-jump1-small_volume-yz0-~opentop1-top1-3    0.757576  1.046969   \n",
       "~foot1-~isnew-minute-small_volume-yz0-~opentop1...   0.756098  1.047087   \n",
       "minute-small_volume-yz0-~opentop1-top1-3             0.744186  1.047362   \n",
       "small_capq-minute-small_volume-yz0-~opentop1-to...   0.741935  1.048058   \n",
       "~opentop2-jump1-minute-small_volume-yz0-~opento...   0.750000  1.048320   \n",
       "~opentop2-jump2-~foot1-minute-yz0-~opentop1-top1-3   0.709677  1.048425   \n",
       "jump1-~isnew-small_volume-yz0-~opentop1-top1-3       0.783784  1.048611   \n",
       "jump2-~foot1-minute-yz0-~opentop1-top1-3             0.718750  1.049505   \n",
       "~foot1-small_volume-yz0-~opentop1-top1-3             0.767442  1.049811   \n",
       "jump1-~isnew-minute-small_volume-yz0-~opentop1-...   0.777778  1.049858   \n",
       "~foot1-minute-small_volume-yz0-~opentop1-top1-3      0.761905  1.050908   \n",
       "~foot1-small_capq-small_volume-yz0-~opentop1-to...   0.774194  1.051455   \n",
       "~opentop2-jump1-~foot1-small_volume-yz0-~opento...   0.781250  1.051611   \n",
       "jump1-~foot1-~isnew-small_volume-yz0-~opentop1-...   0.805556  1.052783   \n",
       "jump1-small_volume-yz0-~opentop1-top1-3              0.789474  1.052795   \n",
       "~opentop2-jump1-~foot1-minute-small_volume-yz0-...   0.774194  1.053155   \n",
       "jump1-minute-small_volume-yz0-~opentop1-top1-3       0.783784  1.054121   \n",
       "jump1-~foot1-~isnew-minute-small_volume-yz0-~op...   0.800000  1.054185   \n",
       "jump1-~foot1-small_volume-yz0-~opentop1-top1-3       0.810811  1.056967   \n",
       "jump1-~foot1-minute-small_volume-yz0-~opentop1-...   0.805556  1.058446   \n",
       "\n",
       "                                                    count recent  \n",
       "~opentop2-jump1-jump2-~foot1-yz0-~opentop1-top1-3      36      3  \n",
       "jump1-~speedup2-~foot1-small_capq-minute-small_...     41      3  \n",
       "~opentop2-jump1-jump2-~foot1-minute-small_volum...     37      3  \n",
       "jump1-~jump2-~foot1-minute-small_volume-yz0-3          31      3  \n",
       "~opentop2-jump2-~foot1-small_volume-yz0-3              39      3  \n",
       "jump2-~foot1-yz0-~opentop1-top1-3                      39      3  \n",
       "jump1-~jump2-~foot1-~foot2-small_volume-yz0-3          33      3  \n",
       "jump1-~foot1-small_capq-minute-small_volume-yz0-3      53      3  \n",
       "jump1-jump2-~foot1-small_volume-yz0-3                  40      3  \n",
       "jump1-~foot1-minute-small_volume-yz0-3                 69      3  \n",
       "jump1-jump2-~foot1-yz0-~opentop1-top1-3                37      3  \n",
       "~foot1-~foot2-small_volume-yz0-~opentop1-top1-3        31      3  \n",
       "~opentop2-small_volume-yz0-~opentop1-top1-3            37      3  \n",
       "~opentop2-jump2-~foot1-minute-small_volume-yz0-3       38      3  \n",
       "jump1-jump2-~foot1-minute-small_volume-yz0-3           39      3  \n",
       "jump2-~foot1-small_volume-yz0-3                        41      3  \n",
       "~opentop2-minute-small_volume-yz0-~opentop1-top1-3     36      3  \n",
       "~isnew-small_capq-small_volume-yz0-~opentop1-to...     31      3  \n",
       "jump2-~foot1-minute-small_volume-yz0-3                 40      3  \n",
       "~isnew-small_volume-yz0-~opentop1-top1-3               43      3  \n",
       "~opentop2-jump2-minute-yz0-~opentop1-top1-3            33      3  \n",
       "~opentop2-jump1-jump2-minute-yz0-~opentop1-top1-3      31      3  \n",
       "~isnew-minute-small_volume-yz0-~opentop1-top1-3        42      3  \n",
       "jump2-minute-yz0-~opentop1-top1-3                      34      3  \n",
       "~opentop2-~foot1-small_volume-yz0-~opentop1-top1-3     36      3  \n",
       "jump1-jump2-minute-yz0-~opentop1-top1-3                32      3  \n",
       "~opentop2-~foot1-minute-small_volume-yz0-~opent...     35      3  \n",
       "~foot1-~isnew-small_volume-yz0-~opentop1-top1-3        42      3  \n",
       "small_volume-yz0-~opentop1-top1-3                      44      3  \n",
       "small_capq-small_volume-yz0-~opentop1-top1-3           32      3  \n",
       "~opentop2-jump1-small_volume-yz0-~opentop1-top1-3      33      3  \n",
       "~foot1-~isnew-minute-small_volume-yz0-~opentop1...     41      3  \n",
       "minute-small_volume-yz0-~opentop1-top1-3               43      3  \n",
       "small_capq-minute-small_volume-yz0-~opentop1-to...     31      3  \n",
       "~opentop2-jump1-minute-small_volume-yz0-~opento...     32      3  \n",
       "~opentop2-jump2-~foot1-minute-yz0-~opentop1-top1-3     31      3  \n",
       "jump1-~isnew-small_volume-yz0-~opentop1-top1-3         37      3  \n",
       "jump2-~foot1-minute-yz0-~opentop1-top1-3               32      3  \n",
       "~foot1-small_volume-yz0-~opentop1-top1-3               43      3  \n",
       "jump1-~isnew-minute-small_volume-yz0-~opentop1-...     36      3  \n",
       "~foot1-minute-small_volume-yz0-~opentop1-top1-3        42      3  \n",
       "~foot1-small_capq-small_volume-yz0-~opentop1-to...     31      3  \n",
       "~opentop2-jump1-~foot1-small_volume-yz0-~opento...     32      3  \n",
       "jump1-~foot1-~isnew-small_volume-yz0-~opentop1-...     36      3  \n",
       "jump1-small_volume-yz0-~opentop1-top1-3                38      3  \n",
       "~opentop2-jump1-~foot1-minute-small_volume-yz0-...     31      3  \n",
       "jump1-minute-small_volume-yz0-~opentop1-top1-3         37      3  \n",
       "jump1-~foot1-~isnew-minute-small_volume-yz0-~op...     35      3  \n",
       "jump1-~foot1-small_volume-yz0-~opentop1-top1-3         37      3  \n",
       "jump1-~foot1-minute-small_volume-yz0-~opentop1-...     36      3  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sub_df[sub_df[\"recent\"] == \"3\"].tail(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>win_ratio</th>\n",
       "      <th>mean</th>\n",
       "      <th>count</th>\n",
       "      <th>recent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>opentop0-notyz1-foot0-minute-3</th>\n",
       "      <td>0.629630</td>\n",
       "      <td>1.020292</td>\n",
       "      <td>135</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-notyz1-jump1-jump2-foot0-3</th>\n",
       "      <td>0.646154</td>\n",
       "      <td>1.021042</td>\n",
       "      <td>65</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-notyz1-jump1-foot0-minute-3</th>\n",
       "      <td>0.629921</td>\n",
       "      <td>1.021139</td>\n",
       "      <td>127</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop1-notyz1-yz0-jump1-minute-volume-3</th>\n",
       "      <td>0.628571</td>\n",
       "      <td>1.021317</td>\n",
       "      <td>35</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-notyz1-jump2-foot0-3</th>\n",
       "      <td>0.646154</td>\n",
       "      <td>1.021336</td>\n",
       "      <td>65</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop1-notyz1-yz0-minute-volume-3</th>\n",
       "      <td>0.628571</td>\n",
       "      <td>1.021543</td>\n",
       "      <td>35</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-notyz1-jump1-jump2-volume-3</th>\n",
       "      <td>0.607143</td>\n",
       "      <td>1.022395</td>\n",
       "      <td>56</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>notyz1-yz0-minute-3</th>\n",
       "      <td>0.646154</td>\n",
       "      <td>1.022504</td>\n",
       "      <td>130</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-notyz1-jump1-jump2-foot0-minute-3</th>\n",
       "      <td>0.631579</td>\n",
       "      <td>1.023067</td>\n",
       "      <td>57</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-notyz1-jump2-foot0-minute-3</th>\n",
       "      <td>0.631579</td>\n",
       "      <td>1.023402</td>\n",
       "      <td>57</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>notyz1-yz0-jump1-minute-3</th>\n",
       "      <td>0.647541</td>\n",
       "      <td>1.023610</td>\n",
       "      <td>122</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>notyz1-yz0-jump1-jump2-3</th>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.024005</td>\n",
       "      <td>63</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>notyz1-yz0-jump2-3</th>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.024308</td>\n",
       "      <td>63</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-notyz1-jump1-foot2-3</th>\n",
       "      <td>0.625000</td>\n",
       "      <td>1.024642</td>\n",
       "      <td>32</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-notyz1-jump2-volume-3</th>\n",
       "      <td>0.641791</td>\n",
       "      <td>1.025279</td>\n",
       "      <td>67</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-notyz1-jump2-minute-volume-3</th>\n",
       "      <td>0.636364</td>\n",
       "      <td>1.025605</td>\n",
       "      <td>66</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>notyz1-yz0-jump1-jump2-minute-3</th>\n",
       "      <td>0.654545</td>\n",
       "      <td>1.026535</td>\n",
       "      <td>55</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-notyz1-foot2-3</th>\n",
       "      <td>0.638889</td>\n",
       "      <td>1.026580</td>\n",
       "      <td>36</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-speedup2-minute-3</th>\n",
       "      <td>0.604651</td>\n",
       "      <td>1.026636</td>\n",
       "      <td>43</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>notyz1-yz0-jump2-minute-3</th>\n",
       "      <td>0.654545</td>\n",
       "      <td>1.026882</td>\n",
       "      <td>55</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-jump2-speedup2-minute-3</th>\n",
       "      <td>0.627907</td>\n",
       "      <td>1.027670</td>\n",
       "      <td>43</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-speedup2-volume-3</th>\n",
       "      <td>0.658537</td>\n",
       "      <td>1.029470</td>\n",
       "      <td>41</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-notyz1-foot0-volume-3</th>\n",
       "      <td>0.650000</td>\n",
       "      <td>1.029485</td>\n",
       "      <td>80</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-notyz1-foot0-minute-volume-3</th>\n",
       "      <td>0.653846</td>\n",
       "      <td>1.030957</td>\n",
       "      <td>78</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-notyz1-jump1-foot0-volume-3</th>\n",
       "      <td>0.649351</td>\n",
       "      <td>1.031205</td>\n",
       "      <td>77</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-notyz1-jump1-jump2-foot0-volume-3</th>\n",
       "      <td>0.674419</td>\n",
       "      <td>1.031537</td>\n",
       "      <td>43</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-notyz1-jump1-jump2-foot0-minute-volume-3</th>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.032199</td>\n",
       "      <td>42</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-notyz1-jump2-foot0-volume-3</th>\n",
       "      <td>0.681818</td>\n",
       "      <td>1.032663</td>\n",
       "      <td>44</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>notyz1-yz0-volume-3</th>\n",
       "      <td>0.675325</td>\n",
       "      <td>1.032972</td>\n",
       "      <td>77</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-notyz1-jump1-foot0-minute-volume-3</th>\n",
       "      <td>0.662162</td>\n",
       "      <td>1.033225</td>\n",
       "      <td>74</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-notyz1-jump2-foot0-minute-volume-3</th>\n",
       "      <td>0.674419</td>\n",
       "      <td>1.033336</td>\n",
       "      <td>43</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>notyz1-yz0-jump1-volume-3</th>\n",
       "      <td>0.675676</td>\n",
       "      <td>1.034903</td>\n",
       "      <td>74</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-opentop2-notyz1-3</th>\n",
       "      <td>0.676471</td>\n",
       "      <td>1.035011</td>\n",
       "      <td>34</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>notyz1-yz0-minute-volume-3</th>\n",
       "      <td>0.689189</td>\n",
       "      <td>1.035417</td>\n",
       "      <td>74</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>notyz1-yz0-jump1-jump2-volume-3</th>\n",
       "      <td>0.707317</td>\n",
       "      <td>1.036601</td>\n",
       "      <td>41</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>notyz1-yz0-jump1-jump2-minute-volume-3</th>\n",
       "      <td>0.700000</td>\n",
       "      <td>1.037423</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>notyz1-yz0-jump2-volume-3</th>\n",
       "      <td>0.714286</td>\n",
       "      <td>1.037661</td>\n",
       "      <td>42</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>notyz1-yz0-jump1-minute-volume-3</th>\n",
       "      <td>0.700000</td>\n",
       "      <td>1.038070</td>\n",
       "      <td>70</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>notyz1-yz0-jump2-minute-volume-3</th>\n",
       "      <td>0.707317</td>\n",
       "      <td>1.038488</td>\n",
       "      <td>41</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-opentop2-notyz1-volume-3</th>\n",
       "      <td>0.709677</td>\n",
       "      <td>1.039739</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   win_ratio      mean  count  \\\n",
       "opentop0-notyz1-foot0-minute-3                      0.629630  1.020292    135   \n",
       "opentop0-notyz1-jump1-jump2-foot0-3                 0.646154  1.021042     65   \n",
       "opentop0-notyz1-jump1-foot0-minute-3                0.629921  1.021139    127   \n",
       "opentop1-notyz1-yz0-jump1-minute-volume-3           0.628571  1.021317     35   \n",
       "opentop0-notyz1-jump2-foot0-3                       0.646154  1.021336     65   \n",
       "opentop1-notyz1-yz0-minute-volume-3                 0.628571  1.021543     35   \n",
       "opentop0-notyz1-jump1-jump2-volume-3                0.607143  1.022395     56   \n",
       "notyz1-yz0-minute-3                                 0.646154  1.022504    130   \n",
       "opentop0-notyz1-jump1-jump2-foot0-minute-3          0.631579  1.023067     57   \n",
       "opentop0-notyz1-jump2-foot0-minute-3                0.631579  1.023402     57   \n",
       "notyz1-yz0-jump1-minute-3                           0.647541  1.023610    122   \n",
       "notyz1-yz0-jump1-jump2-3                            0.666667  1.024005     63   \n",
       "notyz1-yz0-jump2-3                                  0.666667  1.024308     63   \n",
       "opentop0-notyz1-jump1-foot2-3                       0.625000  1.024642     32   \n",
       "opentop0-notyz1-jump2-volume-3                      0.641791  1.025279     67   \n",
       "opentop0-notyz1-jump2-minute-volume-3               0.636364  1.025605     66   \n",
       "notyz1-yz0-jump1-jump2-minute-3                     0.654545  1.026535     55   \n",
       "opentop0-notyz1-foot2-3                             0.638889  1.026580     36   \n",
       "opentop0-speedup2-minute-3                          0.604651  1.026636     43   \n",
       "notyz1-yz0-jump2-minute-3                           0.654545  1.026882     55   \n",
       "opentop0-jump2-speedup2-minute-3                    0.627907  1.027670     43   \n",
       "opentop0-speedup2-volume-3                          0.658537  1.029470     41   \n",
       "opentop0-notyz1-foot0-volume-3                      0.650000  1.029485     80   \n",
       "opentop0-notyz1-foot0-minute-volume-3               0.653846  1.030957     78   \n",
       "opentop0-notyz1-jump1-foot0-volume-3                0.649351  1.031205     77   \n",
       "opentop0-notyz1-jump1-jump2-foot0-volume-3          0.674419  1.031537     43   \n",
       "opentop0-notyz1-jump1-jump2-foot0-minute-volume-3   0.666667  1.032199     42   \n",
       "opentop0-notyz1-jump2-foot0-volume-3                0.681818  1.032663     44   \n",
       "notyz1-yz0-volume-3                                 0.675325  1.032972     77   \n",
       "opentop0-notyz1-jump1-foot0-minute-volume-3         0.662162  1.033225     74   \n",
       "opentop0-notyz1-jump2-foot0-minute-volume-3         0.674419  1.033336     43   \n",
       "notyz1-yz0-jump1-volume-3                           0.675676  1.034903     74   \n",
       "opentop0-opentop2-notyz1-3                          0.676471  1.035011     34   \n",
       "notyz1-yz0-minute-volume-3                          0.689189  1.035417     74   \n",
       "notyz1-yz0-jump1-jump2-volume-3                     0.707317  1.036601     41   \n",
       "notyz1-yz0-jump1-jump2-minute-volume-3              0.700000  1.037423     40   \n",
       "notyz1-yz0-jump2-volume-3                           0.714286  1.037661     42   \n",
       "notyz1-yz0-jump1-minute-volume-3                    0.700000  1.038070     70   \n",
       "notyz1-yz0-jump2-minute-volume-3                    0.707317  1.038488     41   \n",
       "opentop0-opentop2-notyz1-volume-3                   0.709677  1.039739     31   \n",
       "\n",
       "                                                  recent  \n",
       "opentop0-notyz1-foot0-minute-3                         3  \n",
       "opentop0-notyz1-jump1-jump2-foot0-3                    3  \n",
       "opentop0-notyz1-jump1-foot0-minute-3                   3  \n",
       "opentop1-notyz1-yz0-jump1-minute-volume-3              3  \n",
       "opentop0-notyz1-jump2-foot0-3                          3  \n",
       "opentop1-notyz1-yz0-minute-volume-3                    3  \n",
       "opentop0-notyz1-jump1-jump2-volume-3                   3  \n",
       "notyz1-yz0-minute-3                                    3  \n",
       "opentop0-notyz1-jump1-jump2-foot0-minute-3             3  \n",
       "opentop0-notyz1-jump2-foot0-minute-3                   3  \n",
       "notyz1-yz0-jump1-minute-3                              3  \n",
       "notyz1-yz0-jump1-jump2-3                               3  \n",
       "notyz1-yz0-jump2-3                                     3  \n",
       "opentop0-notyz1-jump1-foot2-3                          3  \n",
       "opentop0-notyz1-jump2-volume-3                         3  \n",
       "opentop0-notyz1-jump2-minute-volume-3                  3  \n",
       "notyz1-yz0-jump1-jump2-minute-3                        3  \n",
       "opentop0-notyz1-foot2-3                                3  \n",
       "opentop0-speedup2-minute-3                             3  \n",
       "notyz1-yz0-jump2-minute-3                              3  \n",
       "opentop0-jump2-speedup2-minute-3                       3  \n",
       "opentop0-speedup2-volume-3                             3  \n",
       "opentop0-notyz1-foot0-volume-3                         3  \n",
       "opentop0-notyz1-foot0-minute-volume-3                  3  \n",
       "opentop0-notyz1-jump1-foot0-volume-3                   3  \n",
       "opentop0-notyz1-jump1-jump2-foot0-volume-3             3  \n",
       "opentop0-notyz1-jump1-jump2-foot0-minute-volume-3      3  \n",
       "opentop0-notyz1-jump2-foot0-volume-3                   3  \n",
       "notyz1-yz0-volume-3                                    3  \n",
       "opentop0-notyz1-jump1-foot0-minute-volume-3            3  \n",
       "opentop0-notyz1-jump2-foot0-minute-volume-3            3  \n",
       "notyz1-yz0-jump1-volume-3                              3  \n",
       "opentop0-opentop2-notyz1-3                             3  \n",
       "notyz1-yz0-minute-volume-3                             3  \n",
       "notyz1-yz0-jump1-jump2-volume-3                        3  \n",
       "notyz1-yz0-jump1-jump2-minute-volume-3                 3  \n",
       "notyz1-yz0-jump2-volume-3                              3  \n",
       "notyz1-yz0-jump1-minute-volume-3                       3  \n",
       "notyz1-yz0-jump2-minute-volume-3                       3  \n",
       "opentop0-opentop2-notyz1-volume-3                      3  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sub_df[sub_df[\"recent\"] == \"3\"].tail(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>win_ratio</th>\n",
       "      <th>mean</th>\n",
       "      <th>count</th>\n",
       "      <th>recent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>opentop0-jump2-speedup1-minute-2</th>\n",
       "      <td>0.757576</td>\n",
       "      <td>1.020114</td>\n",
       "      <td>33</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop1-jump2-speedup2-2</th>\n",
       "      <td>0.650000</td>\n",
       "      <td>1.020207</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop1-speedup2-volume-2</th>\n",
       "      <td>0.648649</td>\n",
       "      <td>1.021210</td>\n",
       "      <td>37</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-notyz1-foot1-minute-2</th>\n",
       "      <td>0.658537</td>\n",
       "      <td>1.021403</td>\n",
       "      <td>41</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-jump2-speedup2-2</th>\n",
       "      <td>0.727273</td>\n",
       "      <td>1.021817</td>\n",
       "      <td>55</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop1-speedup2-minute-volume-2</th>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.022111</td>\n",
       "      <td>36</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-jump2-speedup2-minute-2</th>\n",
       "      <td>0.745098</td>\n",
       "      <td>1.022654</td>\n",
       "      <td>51</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop1-jump2-speedup2-minute-volume-2</th>\n",
       "      <td>0.685714</td>\n",
       "      <td>1.025277</td>\n",
       "      <td>35</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop1-jump2-speedup2-volume-2</th>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.025582</td>\n",
       "      <td>36</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-notyz1-jump2-volume-2</th>\n",
       "      <td>0.772727</td>\n",
       "      <td>1.026259</td>\n",
       "      <td>44</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-speedup2-volume-2</th>\n",
       "      <td>0.775510</td>\n",
       "      <td>1.028931</td>\n",
       "      <td>49</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-jump2-speedup2-volume-2</th>\n",
       "      <td>0.804878</td>\n",
       "      <td>1.030953</td>\n",
       "      <td>41</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opentop0-speedup1-speedup2-2</th>\n",
       "      <td>0.843750</td>\n",
       "      <td>1.036073</td>\n",
       "      <td>32</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         win_ratio      mean  count recent\n",
       "opentop0-jump2-speedup1-minute-2          0.757576  1.020114     33      2\n",
       "opentop1-jump2-speedup2-2                 0.650000  1.020207     40      2\n",
       "opentop1-speedup2-volume-2                0.648649  1.021210     37      2\n",
       "opentop0-notyz1-foot1-minute-2            0.658537  1.021403     41      2\n",
       "opentop0-jump2-speedup2-2                 0.727273  1.021817     55      2\n",
       "opentop1-speedup2-minute-volume-2         0.666667  1.022111     36      2\n",
       "opentop0-jump2-speedup2-minute-2          0.745098  1.022654     51      2\n",
       "opentop1-jump2-speedup2-minute-volume-2   0.685714  1.025277     35      2\n",
       "opentop1-jump2-speedup2-volume-2          0.666667  1.025582     36      2\n",
       "opentop0-notyz1-jump2-volume-2            0.772727  1.026259     44      2\n",
       "opentop0-speedup2-volume-2                0.775510  1.028931     49      2\n",
       "opentop0-jump2-speedup2-volume-2          0.804878  1.030953     41      2\n",
       "opentop0-speedup1-speedup2-2              0.843750  1.036073     32      2"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sub_df[sub_df[\"recent\"] == \"2\"].tail(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
